From 95cc15688e2852539cae8e42945fe7fdc0261ac1 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 18 Mar 2024 22:32:27 -0400
Subject: [PATCH 01/10] Update 2 files

- /projects/mc.rst
- /_static/images/architecture-diagram.png
---
 _static/images/architecture-diagram.png | Bin 0 -> 82426 bytes
 projects/mc.rst                         | 297 ++++++++++++++++++++++++
 2 files changed, 297 insertions(+)
 create mode 100644 _static/images/architecture-diagram.png
 create mode 100644 projects/mc.rst

diff --git a/_static/images/architecture-diagram.png b/_static/images/architecture-diagram.png
new file mode 100644
index 0000000000000000000000000000000000000000..3f85cb3931b17b362103e4508a06eee94e4fec65
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diff --git a/projects/mc.rst b/projects/mc.rst
new file mode 100644
index 0000000..f2502cf
--- /dev/null
+++ b/projects/mc.rst
@@ -0,0 +1,297 @@
+.. _gsoc-proposal-template:
+
+Proposal template 
+#################
+
+Introduction
+*************
+
+Summary links
+=============
+
+- **Contributor:** `Michael Clemens <https://forum.beagleboard.org/u/mclemcrew>`_
+- **Mentors:** `Jack Armitage <https://forum.beagleboard.org/u/jarm>`_, `Chris Kiefer <https://forum.beagleboard.org/u/luuma>`_
+
+Status
+=======
+
+This project is currently just a proposal.
+
+Proposal
+========
+
+About 
+=====
+
+- **Forum:** :fab:`discourse` `u/mclemcrew (Michael Clemens) <https://forum.beagleboard.org/u/mclemcrew>`_
+- **OpenBeagle:** :fab:`gitlab` `mclem (Michael Clemens) <https://openbeagle.org/mclem>`_
+- **Github:** :fab:`github` `mclemcrew (Michael Clemens) <https://github.com/mclemcrew>`_
+- **School:** :fas:`school` University of Utah
+- **Country:** :fas:`flag` United States
+- **Primary language:** :fas:`language` English
+- **Typical work hours:** :fas:`clock` 7AM-3PM US Mountain
+- **Previous GSoC participation:** :fab:`google` N/A
+
+Project
+********
+
+**Project name:** Differential Logic Based Intelligent Sound Installation with Vocal Fingerprinting
+
+Description
+============
+
+This project aims to create an interactive sound installation that analyzes speech input, generates unique vocal fingerprints, and visually identifies the speaker using color-changing LEDs embedded within a translucent orb.  The installation will respond to users' voices in real time by displaying a unique color based on the individual speaking at that time, creating an immersive experience that explores the intersection of sound, identity, and technology.
+
+Lawrence Abu Hamdan's work on `forensic listening <https://disclaimer.org.au/contents/forensic-listening-as-machine-listening>`_, particularly his pieces `"Witness-Machine Complex, 2021" <http://lawrenceabuhamdan.com/witness-machine-complex>`_ and `"Conflicted Phonemes, 2012" <http://lawrenceabuhamdan.com/conflicted-phonemes>`_ were the inspirations behind this project.  His works explore the relationship between voice, identity, and how technology can mediate and interpret spoken language.  This project takes these ideas and visually represents the idea of a vocal fingerprint.
+
+The main technical contribution of this project to the BeagleBoard community is the development of an embedded machine learning system that utilizes Differential Logic for real-time processing of machine listening scenarios.  The proposed architecture for the project includes the following components:
+1.  Audio Input and Pre-processing
+2.  Voice Analysis and Fingerprinting
+3.  Color Mapping and Visualization
+
+Here's a visual of the proposed architecture:
+
+.. image:: ../_static/images/architecture-diagram.png
+  :alt: An architecture diagram for the proposed project displaying the flow of audio signal all the way to light changes
+
+Within these sections, there are several challenges this project will encounter, such as:
+-  Noise Reduction: Techniques such as spectral subtraction, Wiener filtering, or non-negative matrix factorization will be employed to enhance the audio quality and remove unwanted background noise.
+-  Segmentation: Voice activation detection and utterance segmentation using LSTM networks will be implemented to identify and isolate individual speakers within the audio stream.
+-  Feature Extraction: Mel-Frequency Cepstral Coefficients (MFCCs) and Perceptual Linear Predictive (PLP) Coefficients will be calculated to extract relevant features from the audio data.  Libraries such as `Maximilian <https://github.com/micknoise/Maximilian>`_, `Superpowered <https://superpowered.com>`_, or `FFTW <https://www.fftw.org>`_ will be utilized for optimal performance.
+-  Transfer Learning: A pre-trained `Siamese network voice model <https://web.archive.org/web/20220716153523id_/https://www.isca-speech.org/archive/pdfs/interspeech_2021/xie21_interspeech.pdf>`_ will be used as a starting point, and the model will be fine-tuned using audio data collected from the installation to create unique vocal profiles for each speaker.
+
+This installation serves as a small-scale example of the potential broader implications for the NIME community in leveraging larger models and on-device learning for embedded systems.  The project will provide examples and insights into tuning on-device models, sound classification, and machine listening using differential logic on the Bela platform.
+
+By utilizing the BeagleBoard PRU and Diff Logic, this project aims to create a more accessible and intuitive platform for implementing embedded AI designs.  While generative AI has made significant advancements due to the computational power of cloud systems, embedded AI often faces challenges related to platform accessibility and ease of use.  This project seeks to bridge that gap by leveraging cutting-edge research and creating new affordances for the NIME community and beyond.
+
+Through this installation, users will engage with an interactive system that showcases the potential of embedded AI for real-time machine listening and visual feedback.  The project aims to inspire further exploration and development in this field, opening up new possibilities for creative expression and technological innovation.
+
+
+Software
+=========
+
+- Python
+- C++
+- Jupyter
+- PyTorch
+- `DASP-PyTorch <https://github.com/csteinmetz1/dasp-pytorch>`_ (for inspiration with diff logic)
+
+Hardware
+========
+
+- `Bela <https://shop.bela.io/collections/bela-and-bela-mini/products/bela-starter-kit>`_
+- `Microphone <https://www.amazon.com/HiLetgo-Electret-Microphone-Amplifier-Adjustable/dp/B07DRGF8C2/ref=sr_1_4?crid=1GK8Z70NH8T3B&dib=eyJ2IjoiMSJ9.3TLeuToUMtMSxDzz-6KOV3QwGUIYLlSkfekBBGD_Weuw2Wnx7iMF3wQrWIiC_v6APzg_BeONDmj96-yK6xGToOe-myKMMPzuzPFcC1Eu6P-qp0lLbaVZRxKIGAiaUlvnch6HViewqJS6a36Lulon9notgCBF2VGzAj0fSQpT_wyXSzkj08HRCqmNYfADAoBoapFq1ueIeZocw0pO3k4Pvoc7XomfjLuKpVfWDRxlURQ.3bPWlFvIDEXvfL4e2T0MhvOuyCSZeQQPNvX2lzRnrGo&dib_tag=se&keywords=microphone+for+arduino&qid=1710798112&sprefix=microphone+for+arduino%2Caps%2C133&sr=8-4>`_
+- `Translucent PLA <https://www.amazon.com/SUNLU-Filament-Transparent-Dimensional-Accuracy/dp/B07ZNG4L9P/ref=sr_1_3_pp?crid=N47MLJWXUC5C&dib=eyJ2IjoiMSJ9.ICwawDOVAh0A5VmUMNdckWRFtMNdGvKo5tMPoxk3GfPJ9sfDeMSp_axKb_npQbbR4jPYWqUvvp-_1zGhg066y1EvmqPLbBbMumUfkSQRLWW0AyuCJsp1gZBXTYLX2LET2h3TsDimqqCOV3MQvAeLG3qgZ5-V8BmEKQJZwBfXBbfUPBdiS23Vm22JZZ9FmjfdAJ-U-jgFnh0wNSyMHYnoUe-w09jn-2sfJJyClK2_QNI.DRiGQ775VZbEgoko2QMNgyi549tv-6KBis2alGRDi_Y&dib_tag=se&keywords=translucent+pla&qid=1710798136&sprefix=translucent+pla%2Caps%2C133&sr=8-3>`_
+- `LEDs (WS2812) <https://www.amazon.com/BTF-LIGHTING-Individual-Addressable-300Pixels-Non-Waterproof/dp/B088BPGMXB/ref=sr_1_5?crid=25E5I0HB6M681&dib=eyJ2IjoiMSJ9.-p1-G6kzDyRIw1lpX-LmsuVQyCpCDOoUJ3uo1ZYIZ94ONMj2vbxGq7UA_2BlMxD6_zA1GsB0X56aGR-xE2GthT3-56s9X_Zit41fXlvdP4IDVjOSBWuUZDoSaAURUpykDIpz-S6zjsNIiwhkKlYb7mIInlEQ142Enm06534A375UyimTgk1TYbVpxZWNn9y9PdCNNfxTgT-qIxQ3wcdPVKZ-7fLFIu11sjL0qoijIFCa1EfkHnccysSo3_PRSl8excTCyMf5yZFycYrnKOj6JQj66G9vPDPZPhgx67mTJrg.oAOvtSHy2UwHF8ZnmjfLlQXkjz2_fAjv_Cthk3hxxDc&dib_tag=se&keywords=ws2812&qid=1710798162&sprefix=ws2812%2Caps%2C138&sr=8-5>`_
+
+Timeline
+********
+
+Provide a development timeline with 10 milestones, one for each week of development without 
+an evaluation, and any pre-work. (A realistic, measurable timeline is critical to our selection process.)
+
+.. note:: This timeline is based on the `official GSoC timeline <https://developers.google.com/open-source/gsoc/timeline>`_
+
+
+Timeline summary
+=================
+
+.. table:: 
+
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | Date                   | Activity                                                                                           |                                  
+    +========================+====================================================================================================+
+    | February 26            | Connect with possible mentors and request review on first draft                                    |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 4                | Complete prerequisites, verify value to community and request review on second draft               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 11               | Finalized timeline and request review on final draft                                               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 21               | Submit application                                                                                 |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | May 1                  | Start bonding                                                                                      |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | May 27                 | Start coding and introductory video                                                                |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 3                 | Release introductory video and complete milestone #1                                               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 10                | Complete milestone #2                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 17                | Complete milestone #3                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 24                | Complete milestone #4                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 1                 | Complete milestone #5                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 8                 | Submit midterm evaluations                                                                         |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 15                | Complete milestone #6                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 22                | Complete milestone #7                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 29                | Complete milestone #8                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 5               | Complete milestone #9                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 12              | Complete milestone #10                                                                             |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 19              | Submit final project video, submit final work to GSoC site and complete final mentor evaluation    |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+
+Timeline detailed
+=================
+
+Community Bonding Period (May 1st - May 26th)
+==============================================
+GSoC contributors get to know mentors, read documentation, get up to speed to begin working on their projects
+
+Coding begins (May 27th)
+=========================
+++++++++++++++++++++
+Project Foundations
+++++++++++++++++++++
+- Research noise reduction techniques (spectral subtraction, Wiener filtering, etc.)
+- Experiment with two different audio pre-processing libraries (e.g., Maximilian and FFTW)
+- Toolchain setup with Bela
+
+Milestone #1, Introductory YouTube video (June 3rd)
+===================================================
+- Implementation of pre-processing audio on Bela with chosen framework
+- Research MFCC and PLP feature extraction methods using Diff Logic
+- Investigate LSTM networks for voice activation and segmentation
+
+Milestone #2 (June 10th)
+==========================
+- Implement MFCC extraction in Diff Logic, verify quality and speed
+- Implement PLP, test against MFCC
+- Experiment with various feature combinations to optimize voice distinction
+- Research potential pre-trained Siamese network models for voice profiles
+
+Milestone #3 (June 17th)
+=========================
+- Select pre-trained voice model
+- Design data collection strategy for installation (ensuring for privacy concerns with this one)
+- Fine-tune voice model with data examples and test for efficency vs. speed
+- Keep refining model
+
+Milestone #4 (June 24th)
+==========================
+- Create examples in Jupyter for fine-tuning the model and deploying on Bela
+- Continue fine-tuning model performance based on more data collection
+- Explore different ways of integration Diff Logic within this model
+
+Milestone #5 (July 1st)
+========================
+- Hookup all the peripherals with Bela (mic, LEDs, etc)
+- Ensure system integration is working appropriately
+- Develop color assignment algorithm for each unique voice detected
+
+Submit midterm evaluations (July 8th)
+=====================================
+- Prototype of project that changes leds with two unique voices that are detected within a conversation
+
+.. important:: 
+    
+    **July 12 - 18:00 UTC:** Midterm evaluation deadline (standard coding period) 
+
+Milestone #6 (July 15th)
+=========================
+- Build out the orb using a 3D printer with the translucent PLA and using a CAD software to design it
+- Full system implementation test within a quiet environment
+- Explore more optimization potentials
+
+Milestone #7 (July 22nd)
+=========================
+- Query about installation (where, when, etc)
+- Focus on optimizing the model and running as fast and efficently as possible with fine-tuning and online learning
+- Ensure after all optimizing, the POC still works with multiple voice profiles
+
+Milestone #8 (July 29th)
+=========================
+- Follow up with installation requirements
+- Begin drafting tutorials/demos for both the BB community for embedded AI on BB and the NIME community for machine listening examples
+
+Milestone #9 (Aug 5th)
+=======================
+- Focus on examples and documentation for Bela demo/tutorials
+- Record videos/images for these tutorials and edit these to be as helpful and professional as possible
+- Finalize installation requirements
+
+Milestone #10 (Aug 12th)
+========================
+- Code cleanup, final optimization tweaks
+- Documentation review and completion
+- Project demonstration/presentation recorded
+- GSoC submission preparation
+
+Final YouTube video (Aug 19th)
+===============================
+- Video of the system working as a small installation within a curated environment with up to ten different vocal profiles identified and disambiguated from one another.
+
+Submit final project video, submit final work to GSoC site 
+and complete final mentor evaluation
+
+Final Submission (Aug 24nd)
+============================
+
+.. important::
+
+    **August 19 - 26 - 18:00 UTC:** Final week: GSoC contributors submit their final work 
+    product and their final mentor evaluation (standard coding period)
+
+    **August 26 - September 2 - 18:00 UTC:** Mentors submit final GSoC contributor 
+    evaluations (standard coding period)
+
+Initial results (September 3)
+=============================
+
+.. important:: 
+    **September 3 - November 4:** GSoC contributors with extended timelines continue coding
+
+    **November 4 - 18:00 UTC:** Final date for all GSoC contributors to submit their final work product and final evaluation
+
+    **November 11 - 18:00 UTC:** Final date for mentors to submit evaluations for GSoC contributor projects with extended deadline
+
+Experience and approch
+***********************
+
+Although I have limited experience with Bela specifically, I have worked on numerous embedded projects that demonstrate my proficiency in this area including my `MIDI Mosaic project <http://mclem.in/#/projects/midi-mosaic>`_ that utilized the Teensy microcontroller for processing of the capacitive touch sensor and MIDI data wrangling.
+
+I'm currently building a `co-creative music mixing agent <https://github.com/mclemcrew/MixologyDB>`_ that leverages non-copyrighted audio data to recommend audio effect, parameters, and their associated values based on user input through a chat-interface.  Despite the potential challenges of using chat interfaces for music, as highlighted by Martin Mull's quote "Writing about music is like dancing about architecture."  With this in mind, I'm leveraging XAI principles such as chain-of-thought reasoning and counterfactuals to help recommend mixing basics for `amateurs through pro-ams <https://arxiv.org/abs/2304.03407>`_.  This project demonstrates my experience in applying advanced machine learning techniques to real-world problems.
+
+Through my research within the field of natural language processing (NLP) and my hands-on experience with various projects, I have developed a strong foundation in machine learning and deep learning.  While I am aware of some Diff Logic approaches from papers such as `"High-Fidelity Noise Reduction with Differentiable Signal Processing" <https://arxiv.org/abs/2310.11364>`_, I have not yet had the opportunity to implement them directly.  However, I am excited to apply my existing knowledge and skills to explore this concept further within the context of embedded AI.
+
+Contingency
+===========
+
+There are a few places to reach out for help, including:
+
+- The `Beagle Forum <https://forum.beagleboard.org/u/mclemcrew>`_ or Discord
+- The `Bela Forum <https://forum.bela.io/u/mclem>`_
+- `X <https://x.com/mclemcrew>`_ (Formerly Twitter)
+
+Each of these resources provides benefit to the overall project in some manner.  The Beagle Forum or Bela Forum are the optimal places to ask for assistance for Bela-related queries.  Within the differential logic and ML/DL communities, X has been helpful with connecting to the right body of work or the right person who may be able to help briefly.  Differential signal processing has become big recently within Music Generation, and I would reach out to researchers I know within these projects should I require assistance before I meet with my mentor again.
+
+Benefit
+========
+
+If completed, this project will have a positive impact on the BeagleBoard community by providing a robust and accessible framework for implementing embedded AI designs, specifically in the domain of machine listening and audio processing.
+
+The project will demonstrate the feasibility and effectiveness of leveraging Differential Logic techniques for real-time audio processing on the BeagleBoard platform. By showcasing the successful integration of advanced machine learning algorithms, such as Siamese networks and transfer learning, with the BeagleBoard's hardware capabilities, this project seeks to inspire and encourage other developers and researchers to explore similar approaches in their own work.
+
+This project will also contribute a set of demos, code snippets, and tutorials for implementing on-device machine learning models, sound classification, and machine listening using differential logic on the Bela platform. These resources will serve as a foundation for the BeagleBoard community to build upon, ensuring that embedded AI projects are more accessible to the overall community within BB and NIME.
+
+Relevant Forum Posts:
+
+- `Embedded differentiable logic gate networks for real-time interactive and creative applications <https://forum.beagleboard.org/t/embedded-differentiable-logic-gate-networks-for-real-time-interactive-and-creative-applications/37768/1>`_
+- `Enhanced Media Experience with AI-Powered Commercial Detection and Replacement <https://forum.beagleboard.org/t/enhanced-media-experience-with-ai-powered-commercial-detection-and-replacement/37358>`_
+
+Misc
+====
+
+This is the `link <https://github.com/jadonk/gsoc-application/pull/186>`_ to the merge request.
+
+Suggestions
+===========
+
+Is there anything else we should have asked you?
-- 
GitLab


From df8c13e13da3bfb30f7aab30808587f123e9fe0d Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 18 Mar 2024 22:53:20 -0400
Subject: [PATCH 02/10] Update index.rst to include own project

---
 projects/index.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/projects/index.rst b/projects/index.rst
index 1d3b473..5c630de 100644
--- a/projects/index.rst
+++ b/projects/index.rst
@@ -95,3 +95,4 @@ GSoC over the previous years is given in the section that follows.
     2014
     2013
     2010
+    mc
-- 
GitLab


From ebee9ded09f1ee9edf8d0e801698908d5be60616 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 18 Mar 2024 23:16:01 -0400
Subject: [PATCH 03/10] Needs to move for print/download to work

---
 proposals/index.rst            | 1 +
 {projects => proposals}/mc.rst | 0
 2 files changed, 1 insertion(+)
 rename {projects => proposals}/mc.rst (100%)

diff --git a/proposals/index.rst b/proposals/index.rst
index 0542976..6b9a1d2 100644
--- a/proposals/index.rst
+++ b/proposals/index.rst
@@ -11,4 +11,5 @@ Proposals
 .. toctree:: 
     :hidden:
 
+    mc
     template
\ No newline at end of file
diff --git a/projects/mc.rst b/proposals/mc.rst
similarity index 100%
rename from projects/mc.rst
rename to proposals/mc.rst
-- 
GitLab


From 16ea3c735266e320b0d50532b779bd6eb981f923 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 25 Mar 2024 00:38:09 -0400
Subject: [PATCH 04/10] Updates based on feedback from week 1

---
 _static/images/logic-gates.png | Bin 0 -> 62191 bytes
 _static/images/perceptron.png  | Bin 0 -> 41186 bytes
 proposals/mc-old.rst           | 297 +++++++++++++++++++++++++++
 proposals/mc.rst               | 355 ++++++++++++++++++++++++++-------
 4 files changed, 577 insertions(+), 75 deletions(-)
 create mode 100644 _static/images/logic-gates.png
 create mode 100644 _static/images/perceptron.png
 create mode 100644 proposals/mc-old.rst

diff --git a/_static/images/logic-gates.png b/_static/images/logic-gates.png
new file mode 100644
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diff --git a/proposals/mc-old.rst b/proposals/mc-old.rst
new file mode 100644
index 0000000..5aaf2b6
--- /dev/null
+++ b/proposals/mc-old.rst
@@ -0,0 +1,297 @@
+.. _gsoc-proposal-template:
+
+Proposal template 
+#################
+
+Introduction
+*************
+
+Summary links
+=============
+
+- **Contributor:** `Michael Clemens <https://forum.beagleboard.org/u/mclemcrew>`_
+- **Mentors:** `Jack Armitage <https://forum.beagleboard.org/u/jarm>`_, `Chris Kiefer <https://forum.beagleboard.org/u/luuma>`_
+
+Status
+=======
+
+This project is currently just a proposal.
+
+Proposal
+========
+
+About 
+=====
+
+- **Forum:** :fab:`discourse` `u/mclemcrew (Michael Clemens) <https://forum.beagleboard.org/u/mclemcrew>`_
+- **OpenBeagle:** :fab:`gitlab` `mclem (Michael Clemens) <https://openbeagle.org/mclem>`_
+- **Github:** :fab:`github` `mclemcrew (Michael Clemens) <https://github.com/mclemcrew>`_
+- **School:** :fas:`school` University of Utah
+- **Country:** :fas:`flag` United States
+- **Primary language:** :fas:`language` English
+- **Typical work hours:** :fas:`clock` 7AM-3PM US Mountain
+- **Previous GSoC participation:** :fab:`google` N/A
+
+Project
+********
+
+**Project name:** Differential Logic Based Adaptive Soundwalk
+
+Description
+============
+
+This project aims to create an interactive sound installation that analyzes speech input, generates unique vocal fingerprints, and visually identifies the speaker using color-changing LEDs embedded within a translucent orb.  The installation will respond to users' voices in real time by displaying a unique color based on the individual speaking at that time, creating an immersive experience that explores the intersection of sound, identity, and technology.
+
+Lawrence Abu Hamdan's work on `forensic listening <https://disclaimer.org.au/contents/forensic-listening-as-machine-listening>`_, particularly his pieces `"Witness-Machine Complex, 2021" <http://lawrenceabuhamdan.com/witness-machine-complex>`_ and `"Conflicted Phonemes, 2012" <http://lawrenceabuhamdan.com/conflicted-phonemes>`_ were the inspirations behind this project.  His works explore the relationship between voice, identity, and how technology can mediate and interpret spoken language.  This project takes these ideas and visually represents the idea of a vocal fingerprint.
+
+The main technical contribution of this project to the BeagleBoard community is the development of an embedded machine learning system that utilizes Differential Logic for real-time processing of machine listening scenarios.  The proposed architecture for the project includes the following components:
+1.  Audio Input and Pre-processing
+2.  Voice Analysis and Fingerprinting
+3.  Color Mapping and Visualization
+
+Here's a visual of the proposed architecture:
+
+.. image:: ../_static/images/architecture-diagram.png
+  :alt: An architecture diagram for the proposed project displaying the flow of audio signal all the way to light changes
+
+Within these sections, there are several challenges this project will encounter, such as:
+-  Noise Reduction: Techniques such as spectral subtraction, Wiener filtering, or non-negative matrix factorization will be employed to enhance the audio quality and remove unwanted background noise.
+-  Segmentation: Voice activation detection and utterance segmentation using LSTM networks will be implemented to identify and isolate individual speakers within the audio stream.
+-  Feature Extraction: Mel-Frequency Cepstral Coefficients (MFCCs) and Perceptual Linear Predictive (PLP) Coefficients will be calculated to extract relevant features from the audio data.  Libraries such as `Maximilian <https://github.com/micknoise/Maximilian>`_, `Superpowered <https://superpowered.com>`_, or `FFTW <https://www.fftw.org>`_ will be utilized for optimal performance.
+-  Transfer Learning: A pre-trained `Siamese network voice model <https://web.archive.org/web/20220716153523id_/https://www.isca-speech.org/archive/pdfs/interspeech_2021/xie21_interspeech.pdf>`_ will be used as a starting point, and the model will be fine-tuned using audio data collected from the installation to create unique vocal profiles for each speaker.
+
+This installation serves as a small-scale example of the potential broader implications for the NIME community in leveraging larger models and on-device learning for embedded systems.  The project will provide examples and insights into tuning on-device models, sound classification, and machine listening using differential logic on the Bela platform.
+
+By utilizing the BeagleBoard PRU and Diff Logic, this project aims to create a more accessible and intuitive platform for implementing embedded AI designs.  While generative AI has made significant advancements due to the computational power of cloud systems, embedded AI often faces challenges related to platform accessibility and ease of use.  This project seeks to bridge that gap by leveraging cutting-edge research and creating new affordances for the NIME community and beyond.
+
+Through this installation, users will engage with an interactive system that showcases the potential of embedded AI for real-time machine listening and visual feedback.  The project aims to inspire further exploration and development in this field, opening up new possibilities for creative expression and technological innovation.
+
+
+Software
+=========
+
+- Python
+- C++
+- Jupyter
+- PyTorch
+- `DASP-PyTorch <https://github.com/csteinmetz1/dasp-pytorch>`_ (for inspiration with diff logic)
+
+Hardware
+========
+
+- `Bela <https://shop.bela.io/collections/bela-and-bela-mini/products/bela-starter-kit>`_
+- `Microphone <https://www.amazon.com/HiLetgo-Electret-Microphone-Amplifier-Adjustable/dp/B07DRGF8C2/ref=sr_1_4?crid=1GK8Z70NH8T3B&dib=eyJ2IjoiMSJ9.3TLeuToUMtMSxDzz-6KOV3QwGUIYLlSkfekBBGD_Weuw2Wnx7iMF3wQrWIiC_v6APzg_BeONDmj96-yK6xGToOe-myKMMPzuzPFcC1Eu6P-qp0lLbaVZRxKIGAiaUlvnch6HViewqJS6a36Lulon9notgCBF2VGzAj0fSQpT_wyXSzkj08HRCqmNYfADAoBoapFq1ueIeZocw0pO3k4Pvoc7XomfjLuKpVfWDRxlURQ.3bPWlFvIDEXvfL4e2T0MhvOuyCSZeQQPNvX2lzRnrGo&dib_tag=se&keywords=microphone+for+arduino&qid=1710798112&sprefix=microphone+for+arduino%2Caps%2C133&sr=8-4>`_
+- `Translucent PLA <https://www.amazon.com/SUNLU-Filament-Transparent-Dimensional-Accuracy/dp/B07ZNG4L9P/ref=sr_1_3_pp?crid=N47MLJWXUC5C&dib=eyJ2IjoiMSJ9.ICwawDOVAh0A5VmUMNdckWRFtMNdGvKo5tMPoxk3GfPJ9sfDeMSp_axKb_npQbbR4jPYWqUvvp-_1zGhg066y1EvmqPLbBbMumUfkSQRLWW0AyuCJsp1gZBXTYLX2LET2h3TsDimqqCOV3MQvAeLG3qgZ5-V8BmEKQJZwBfXBbfUPBdiS23Vm22JZZ9FmjfdAJ-U-jgFnh0wNSyMHYnoUe-w09jn-2sfJJyClK2_QNI.DRiGQ775VZbEgoko2QMNgyi549tv-6KBis2alGRDi_Y&dib_tag=se&keywords=translucent+pla&qid=1710798136&sprefix=translucent+pla%2Caps%2C133&sr=8-3>`_
+- `LEDs (WS2812) <https://www.amazon.com/BTF-LIGHTING-Individual-Addressable-300Pixels-Non-Waterproof/dp/B088BPGMXB/ref=sr_1_5?crid=25E5I0HB6M681&dib=eyJ2IjoiMSJ9.-p1-G6kzDyRIw1lpX-LmsuVQyCpCDOoUJ3uo1ZYIZ94ONMj2vbxGq7UA_2BlMxD6_zA1GsB0X56aGR-xE2GthT3-56s9X_Zit41fXlvdP4IDVjOSBWuUZDoSaAURUpykDIpz-S6zjsNIiwhkKlYb7mIInlEQ142Enm06534A375UyimTgk1TYbVpxZWNn9y9PdCNNfxTgT-qIxQ3wcdPVKZ-7fLFIu11sjL0qoijIFCa1EfkHnccysSo3_PRSl8excTCyMf5yZFycYrnKOj6JQj66G9vPDPZPhgx67mTJrg.oAOvtSHy2UwHF8ZnmjfLlQXkjz2_fAjv_Cthk3hxxDc&dib_tag=se&keywords=ws2812&qid=1710798162&sprefix=ws2812%2Caps%2C138&sr=8-5>`_
+
+Timeline
+********
+
+Provide a development timeline with 10 milestones, one for each week of development without 
+an evaluation, and any pre-work. (A realistic, measurable timeline is critical to our selection process.)
+
+.. note:: This timeline is based on the `official GSoC timeline <https://developers.google.com/open-source/gsoc/timeline>`_
+
+
+Timeline summary
+=================
+
+.. table:: 
+
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | Date                   | Activity                                                                                           |                                  
+    +========================+====================================================================================================+
+    | February 26            | Connect with possible mentors and request review on first draft                                    |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 4                | Complete prerequisites, verify value to community and request review on second draft               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 11               | Finalized timeline and request review on final draft                                               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | March 21               | Submit application                                                                                 |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | May 1                  | Start bonding                                                                                      |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | May 27                 | Start coding and introductory video                                                                |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 3                 | Release introductory video and complete milestone #1                                               |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 10                | Complete milestone #2                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 17                | Complete milestone #3                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | June 24                | Complete milestone #4                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 1                 | Complete milestone #5                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 8                 | Submit midterm evaluations                                                                         |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 15                | Complete milestone #6                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 22                | Complete milestone #7                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | July 29                | Complete milestone #8                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 5               | Complete milestone #9                                                                              |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 12              | Complete milestone #10                                                                             |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+    | August 19              | Submit final project video, submit final work to GSoC site and complete final mentor evaluation    |
+    +------------------------+----------------------------------------------------------------------------------------------------+
+
+Timeline detailed
+=================
+
+Community Bonding Period (May 1st - May 26th)
+==============================================
+GSoC contributors get to know mentors, read documentation, get up to speed to begin working on their projects
+
+Coding begins (May 27th)
+=========================
+++++++++++++++++++++
+Project Foundations
+++++++++++++++++++++
+- Research noise reduction techniques (spectral subtraction, Wiener filtering, etc.)
+- Experiment with two different audio pre-processing libraries (e.g., Maximilian and FFTW)
+- Toolchain setup with Bela
+
+Milestone #1, Introductory YouTube video (June 3rd)
+===================================================
+- Implementation of pre-processing audio on Bela with chosen framework
+- Research MFCC and PLP feature extraction methods using Diff Logic
+- Investigate LSTM networks for voice activation and segmentation
+
+Milestone #2 (June 10th)
+==========================
+- Implement MFCC extraction in Diff Logic, verify quality and speed
+- Implement PLP, test against MFCC
+- Experiment with various feature combinations to optimize voice distinction
+- Research potential pre-trained Siamese network models for voice profiles
+
+Milestone #3 (June 17th)
+=========================
+- Select pre-trained voice model
+- Design data collection strategy for installation (ensuring for privacy concerns with this one)
+- Fine-tune voice model with data examples and test for efficency vs. speed
+- Keep refining model
+
+Milestone #4 (June 24th)
+==========================
+- Create examples in Jupyter for fine-tuning the model and deploying on Bela
+- Continue fine-tuning model performance based on more data collection
+- Explore different ways of integration Diff Logic within this model
+
+Milestone #5 (July 1st)
+========================
+- Hookup all the peripherals with Bela (mic, LEDs, etc)
+- Ensure system integration is working appropriately
+- Develop color assignment algorithm for each unique voice detected
+
+Submit midterm evaluations (July 8th)
+=====================================
+- Prototype of project that changes leds with two unique voices that are detected within a conversation
+
+.. important:: 
+    
+    **July 12 - 18:00 UTC:** Midterm evaluation deadline (standard coding period) 
+
+Milestone #6 (July 15th)
+=========================
+- Build out the orb using a 3D printer with the translucent PLA and using a CAD software to design it
+- Full system implementation test within a quiet environment
+- Explore more optimization potentials
+
+Milestone #7 (July 22nd)
+=========================
+- Query about installation (where, when, etc)
+- Focus on optimizing the model and running as fast and efficently as possible with fine-tuning and online learning
+- Ensure after all optimizing, the POC still works with multiple voice profiles
+
+Milestone #8 (July 29th)
+=========================
+- Follow up with installation requirements
+- Begin drafting tutorials/demos for both the BB community for embedded AI on BB and the NIME community for machine listening examples
+
+Milestone #9 (Aug 5th)
+=======================
+- Focus on examples and documentation for Bela demo/tutorials
+- Record videos/images for these tutorials and edit these to be as helpful and professional as possible
+- Finalize installation requirements
+
+Milestone #10 (Aug 12th)
+========================
+- Code cleanup, final optimization tweaks
+- Documentation review and completion
+- Project demonstration/presentation recorded
+- GSoC submission preparation
+
+Final YouTube video (Aug 19th)
+===============================
+- Video of the system working as a small installation within a curated environment with up to ten different vocal profiles identified and disambiguated from one another.
+
+Submit final project video, submit final work to GSoC site 
+and complete final mentor evaluation
+
+Final Submission (Aug 24nd)
+============================
+
+.. important::
+
+    **August 19 - 26 - 18:00 UTC:** Final week: GSoC contributors submit their final work 
+    product and their final mentor evaluation (standard coding period)
+
+    **August 26 - September 2 - 18:00 UTC:** Mentors submit final GSoC contributor 
+    evaluations (standard coding period)
+
+Initial results (September 3)
+=============================
+
+.. important:: 
+    **September 3 - November 4:** GSoC contributors with extended timelines continue coding
+
+    **November 4 - 18:00 UTC:** Final date for all GSoC contributors to submit their final work product and final evaluation
+
+    **November 11 - 18:00 UTC:** Final date for mentors to submit evaluations for GSoC contributor projects with extended deadline
+
+Experience and approch
+***********************
+
+Although I have limited experience with Bela specifically, I have worked on numerous embedded projects that demonstrate my proficiency in this area including my `MIDI Mosaic project <http://mclem.in/#/projects/midi-mosaic>`_ that utilized the Teensy microcontroller for processing of the capacitive touch sensor and MIDI data wrangling.
+
+I'm currently building a `co-creative music mixing agent <https://github.com/mclemcrew/MixologyDB>`_ that leverages non-copyrighted audio data to recommend audio effect, parameters, and their associated values based on user input through a chat-interface.  Despite the potential challenges of using chat interfaces for music, as highlighted by Martin Mull's quote "Writing about music is like dancing about architecture."  With this in mind, I'm leveraging XAI principles such as chain-of-thought reasoning and counterfactuals to help recommend mixing basics for `amateurs through pro-ams <https://arxiv.org/abs/2304.03407>`_.  This project demonstrates my experience in applying advanced machine learning techniques to real-world problems.
+
+Through my research within the field of natural language processing (NLP) and my hands-on experience with various projects, I have developed a strong foundation in machine learning and deep learning.  While I am aware of some Diff Logic approaches from papers such as `"High-Fidelity Noise Reduction with Differentiable Signal Processing" <https://arxiv.org/abs/2310.11364>`_, I have not yet had the opportunity to implement them directly.  However, I am excited to apply my existing knowledge and skills to explore this concept further within the context of embedded AI.
+
+Contingency
+===========
+
+There are a few places to reach out for help, including:
+
+- The `Beagle Forum <https://forum.beagleboard.org/u/mclemcrew>`_ or Discord
+- The `Bela Forum <https://forum.bela.io/u/mclem>`_
+- `X <https://x.com/mclemcrew>`_ (Formerly Twitter)
+
+Each of these resources provides benefit to the overall project in some manner.  The Beagle Forum or Bela Forum are the optimal places to ask for assistance for Bela-related queries.  Within the differential logic and ML/DL communities, X has been helpful with connecting to the right body of work or the right person who may be able to help briefly.  Differential signal processing has become big recently within Music Generation, and I would reach out to researchers I know within these projects should I require assistance before I meet with my mentor again.
+
+Benefit
+========
+
+If completed, this project will have a positive impact on the BeagleBoard community by providing a robust and accessible framework for implementing embedded AI designs, specifically in the domain of machine listening and audio processing.
+
+The project will demonstrate the feasibility and effectiveness of leveraging Differential Logic techniques for real-time audio processing on the BeagleBoard platform. By showcasing the successful integration of advanced machine learning algorithms, such as Siamese networks and transfer learning, with the BeagleBoard's hardware capabilities, this project seeks to inspire and encourage other developers and researchers to explore similar approaches in their own work.
+
+This project will also contribute a set of demos, code snippets, and tutorials for implementing on-device machine learning models, sound classification, and machine listening using differential logic on the Bela platform. These resources will serve as a foundation for the BeagleBoard community to build upon, ensuring that embedded AI projects are more accessible to the overall community within BB and NIME.
+
+Relevant Forum Posts:
+
+- `Embedded differentiable logic gate networks for real-time interactive and creative applications <https://forum.beagleboard.org/t/embedded-differentiable-logic-gate-networks-for-real-time-interactive-and-creative-applications/37768/1>`_
+- `Enhanced Media Experience with AI-Powered Commercial Detection and Replacement <https://forum.beagleboard.org/t/enhanced-media-experience-with-ai-powered-commercial-detection-and-replacement/37358>`_
+
+Misc
+====
+
+This is the `link <https://github.com/jadonk/gsoc-application/pull/186>`_ to the merge request.
+
+Suggestions
+===========
+
+Is there anything else we should have asked you?
diff --git a/proposals/mc.rst b/proposals/mc.rst
index f2502cf..6ab2402 100644
--- a/proposals/mc.rst
+++ b/proposals/mc.rst
@@ -35,54 +35,243 @@ About
 Project
 ********
 
-**Project name:** Differential Logic Based Intelligent Sound Installation with Vocal Fingerprinting
+**Project name:** Differential Logic Based Adaptive Soundwalk
+
+Soundwalking
+==============
+
+Soundwalking is a practice that was initially developed by the World Soundscape Project, an international research group founded by R. Murray Schafer (Traux 2021).  The project focused on acoustic ecology and the idea that noise pollution in our sonic environment has impaired our ability to actively listen (Staśko-Mazur 2015).  Soundwalking was initially used to improve our listening skills and understand the human experience of aural perception in modern society.  Today, it is used to help listeners appreciate the importance of the soundscape in their environment and is widely used in soundscape research.
+
+Other definitions of soundwalking from researchers include:
+- An empirical method for identifying and analyzing the soundscape and its components in different locations (Adams, 2008)
+- '...any excursion whose main purpose is listening to the environment' (Drever, 2009)
+- A practice that promotes an aural perception of the environment as both a physical space and a space of social and political tensions, divisions, and flows (Carras, 2019)
+
+In summary, soundwalking focuses primarily on the soundscape's auditory elements rather than other sources of sensory information.  It is a way of connecting with nature that is often overlooked due to our reliance on visual cues.  This project draws inspiration from the following innovative soundwalk concepts:
+
+- **"Alter Bahnhof Video Walk"** by `Janet Cardiff and George Bures Miller <https://cardiffmiller.com/walks/alter-bahnhof-video-walk/>`_ offers an uncanny soundwalking experience for users.  Participants use an iPod and headphones to navigate Kassel's train station.  The video on the screen mirrors their physical environment, and they are provided with a directional narration via the `video provided <https://www.youtube.com/watch?v=sOkQE7m31Pw>`_.
+- **"Ambulation"** by `Shaw and Bowers <https://blog.bela.io/ambulation-sound-walk-tim-shaw/>`_ focuses on in situ soundwalks.  Sounds are collected and processed live from the participant's environment and broadcasted through wireless headphones, avoiding pre-recorded elements.  Shaw initially implemented this on a laptop with PureData but now uses Bela as a way to realize this work.
+
+This project proposal is a derivative of these works and leverages soundwalks as a medium for creative exploration.  Users will wear wireless headphones while walking along a predetermined route provided by the aural narrator (similar to Cardiff and Miller's presentation).  The system, using Bela, will continuously analyze the environment.  It will identify specific audio patterns (e.g., footsteps on concrete, birdsong ) and trigger curated narration tailored to the user's surroundings.
+
+To ensure accurate, real-time sound classification, this project proposes implementing DiffLogic to address the latency issues commonly associated with deploying such models on embedded platforms such as Bela.  The following section delves into the specifics of DiffLogic implementation.
+
+Differential Logics
+====================
+Traditional logic gate networks cannot conventionally leverage gradient-based training because of their non-differentiable nature. Petersen et al. (2022) address this limitation by introducing a relaxation process, making the gates differentiable and enabling standard training methods. Here is how their approach compares to classic neural networks:
+
+A standard neural network uses a perceptron, which is a binary linear classifier and consists of the following four parts:
+
+#. Input values or biases - A vector from a previous layer or discretized raw input (e.g., image pixel values, audio amplitudes)
+#. Weights - Learned parameters demonstrating the importance of a particular node.
+#. Weighted Sum - Inputs multiplied by weights, then summed
+#. Activation Function - Non-linear function mapping the weighted sum to an output, enabling complex decision-making
+
+The following image illustrates the steps of the perceptron.
+
+.. image:: ../_static/images/perceptron.png
+  :alt: An image of a perceptron describing each stage
+
+A logic gate is similar to a perceptron in that it also can be used as a binary linear classifier.  With XOR, it takes on the implementation of a multi-layer perceptron, but the main concept within leveraging logic gates as perceptrons is that they both function as binary linear classifiers as demonstrated below:
+
+.. image:: ../_static/images/logic-gates.png
+  :alt: An image of logic gates acting as linear classifiers
+
+A table of key differences between the network architectures follows:
+
+.. list-table::
+   :widths: 50 50
+   :header-rows: 1
+
+   * - Logic Gates
+     - Neurons
+   * - Can have non-linear decision boundaries (e.g., XOR)
+     - Only models linear decision boundaries
+   * - Algorithm-like: Fixed function
+     - Neural-like: Flexible learning of function
+   * - Fast inference
+     - Slow inference
+
+Although all logic gates can be modeled by using just the NAND and NOR gates (`DeMorgan's Law <https://www.allaboutcircuits.com/textbook/digital/chpt-7/demorgans-theorems/>`_), the authors of this work use the following 16, including a falsy and truthy representation as represented below:
+
+.. list-table:: Truth Table
+   :widths: 10 25 25 10 10 10 10
+   :header-rows: 1
+
+   * - ID
+     - Operator
+     - Real-valued
+     - 00
+     - 01
+     - 10
+     - 11
+   * - 1
+     - False
+     - 0
+     - 0
+     - 0
+     - 0
+     - 0
+   * - 2
+     - A ∧ B
+     - A · B
+     - 0
+     - 0
+     - 0
+     - 1
+   * - 3
+     - ¬(A ⇒ B)
+     - A - AB
+     - 0
+     - 0
+     - 1
+     - 0
+   * - 4
+     - A
+     - A
+     - 0
+     - 0
+     - 1
+     - 1
+   * - 5
+     - ¬(A ⇐ B)
+     - B - AB
+     - 0
+     - 1
+     - 0
+     - 0
+   * - 6
+     - B
+     - B
+     - 0
+     - 1
+     - 0
+     - 1
+   * - 7
+     - A ⊕ B
+     - A + B - 2AB
+     - 0
+     - 1
+     - 1
+     - 0
+   * - 8
+     - A ∨ B
+     - A + B - AB
+     - 0
+     - 1
+     - 1
+     - 1
+   * - 9
+     - ¬(A ≡ B)
+     - 1 - (A + B - 2AB)
+     - 1
+     - 0
+     - 0
+     - 1
+   * - 10
+     - ¬B
+     - 1 - B
+     - 1
+     - 0
+     - 1
+     - 0
+   * - 11
+     - A ⇐ B
+     - 1 - B + AB
+     - 1
+     - 0
+     - 1
+     - 1
+   * - 12
+     - ¬A
+     - 1 - A
+     - 1
+     - 1
+     - 0
+     - 0
+   * - 13
+     - A ⇒ B
+     - 1 - A + AB
+     - 1
+     - 1
+     - 0
+     - 1
+   * - 14
+     - ¬(A ∧ B)
+     - 1 - AB
+     - 1
+     - 1
+     - 1
+     - 0
+   * - 15
+     - True
+     - 1
+     - 1
+     - 1
+     - 1
+     - 1
+
+Leveraging these gates, the authors used gradient-based training to learn the optimal logic gate implementation for each node.  Their classification models show that inference time is dramatically reduced while training costs are often higher.  This speed advantage is crucial in applications like embedded computing, where models are typically small, and training occurs offline, making training cost less of a concern.
+
+Related Works
+====================
+Digital musical instruments (DMIs) demand low latency systems to ensure artists maintain full agency over their creative output.  McPherson et al. (2016) underscore this need, demonstrating that common microcontrollers fail to meet accepted latency guidelines (generally between 4ms-10ms as supported by Lago and Kon (2004) and Wessel and Wright (2002)).  Bela stands out in this context, offering submillisecond latencies and jitter under 50μs.
+
+Bela's minimal delay makes it ideal for complex, interactive DMIs. As machine learning becomes increasingly prevalent in music and musical performances, creators require reliable ways to deploy these models on embedded AI systems.  This was a key theme of the 2022 Embedded AI workshop at NIME led by this project's mentors and other researchers within this field (`Pelinski et al. 2022 <https://www.youtube.com/watch?v=Xb7Q3tk79JI>`_).  A previous GSoC project contributor (Pierce et al. 2023) presented at the workshop on the topic of achieving suitable performance within an embedded context using `Bela <https://aimc2023.pubpub.org/pub/t2l10z49/release/3>`_.  A follow-up to this work also came from (Pelinski et al. 2023) in their work *"Pipeline for recording datasets and running neural networks on the Bela embedded hardware platform."*  These works collectively highlight efforts to streamline ML/DL deployment on the Bela platform.
+
+Building upon this foundation, our mentors successfully trained a differential logic gate network on `Bela for sound classification <https://github.com/jarmitage/DiffLogicBela/tree/main>`_.  Previous work by Solomes (2020) and Stowell demonstrates similar success using Bela for the `DCASE 2018 - Bird Audio Detection task <https://github.com/qiuqiangkong/dcase2018_task3>`_.
+
+This proposal aims to extend these initiatives, explicitly targeting the intersection of NIME and embedded AI on Bela.  The goal is to help empower musicians and makers to seamlessly create and utilize custom DMIs that harness the power of machine learning models.
+
+Project Goals
+====================
+There are two main goals of this project being as follows:
+
+#. **DiffLogic Implementation Pipeline for Bela**:
+    * **Comprehensive Guide:** Step-by-step instructions on building, training, and deploying deep logic gate models on Bela. This will include documentation, Jupyter notebooks, and video tutorials.
+    * **Performance Metrics:** Evaluate the ideal use cases for this model architecture (e.g., sound classification, gesture recognition) and provide relevant performance metrics.
+    * **Learning Resources:** Create supplementary materials to enhance understanding of DiffLogic.
+#. **Soundwalk with Adaptive Narrative:**
+    * Implement a soundwalk where the aural narrative dynamically updates based on fast, accurate sound classification of the user's sonic environment.
+    * **Feature Exploration:** Utilize FFTs, GFCCs, and MFCCs for sound classification, potentially leveraging insights from Zhao (2013) on GFCCs' potential for accuracy improvement.
+
+The majority of the project's effort will be dedicated to establishing a robust and user-friendly DiffLogic pipeline for Bela users. Initial focus will be on sound classification using the following datasets:
+
+- `UrbanSound8K <https://paperswithcode.com/dataset/urbansound8k-1>`_: To evaluate the soundwalk implementation's effectiveness in a complex urban environment.
+- `DCASE 2018 - Bird Audio Detection <https://github.com/qiuqiangkong/dcase2018_task3>`_: To facilitate direct performance comparisons between DiffLogic and existing CNN architectures on Bela.
+
+If time permits, I will explore additional audio classification tasks such as speech recognition or sentence utterances. While gesture recognition could be highly valuable for NIME, it is currently considered outside the scope of this project.
+
+Metrics
+====================
+Building on the findings of Petersen et al. (2022), this project aims to achieve significant reductions in inference time without sacrificing accuracy when deploying models on Bela. We'll measure and compare the following metrics across classification tasks using the UrbanSound8K and DCASE 2018 - Bird Audio Detection datasets:
+
+- Accuracy
+- Training time
+- Number of parameters
+- Inference time
+- Storage space
+
+Models evaluated will include a decision tree learner, a logistic regression, a neural network, and a DiffLogic network.
+
+The project's soundwalk experience will take place in the Indiana Dunes National Park in the latter half of summer 2024, featuring aural narrations by the project lead. We will fine-tune the classifier on a corpus of 500 labeled soundbites collected from the region. Participants will be provided a short explanation of what they will experience, will be guided to the origin, and the aural narrative will be provided in real time and will update accordingly based on their current aural surroundings.
 
-Description
-============
-
-This project aims to create an interactive sound installation that analyzes speech input, generates unique vocal fingerprints, and visually identifies the speaker using color-changing LEDs embedded within a translucent orb.  The installation will respond to users' voices in real time by displaying a unique color based on the individual speaking at that time, creating an immersive experience that explores the intersection of sound, identity, and technology.
-
-Lawrence Abu Hamdan's work on `forensic listening <https://disclaimer.org.au/contents/forensic-listening-as-machine-listening>`_, particularly his pieces `"Witness-Machine Complex, 2021" <http://lawrenceabuhamdan.com/witness-machine-complex>`_ and `"Conflicted Phonemes, 2012" <http://lawrenceabuhamdan.com/conflicted-phonemes>`_ were the inspirations behind this project.  His works explore the relationship between voice, identity, and how technology can mediate and interpret spoken language.  This project takes these ideas and visually represents the idea of a vocal fingerprint.
-
-The main technical contribution of this project to the BeagleBoard community is the development of an embedded machine learning system that utilizes Differential Logic for real-time processing of machine listening scenarios.  The proposed architecture for the project includes the following components:
-1.  Audio Input and Pre-processing
-2.  Voice Analysis and Fingerprinting
-3.  Color Mapping and Visualization
-
-Here's a visual of the proposed architecture:
-
-.. image:: ../_static/images/architecture-diagram.png
-  :alt: An architecture diagram for the proposed project displaying the flow of audio signal all the way to light changes
-
-Within these sections, there are several challenges this project will encounter, such as:
--  Noise Reduction: Techniques such as spectral subtraction, Wiener filtering, or non-negative matrix factorization will be employed to enhance the audio quality and remove unwanted background noise.
--  Segmentation: Voice activation detection and utterance segmentation using LSTM networks will be implemented to identify and isolate individual speakers within the audio stream.
--  Feature Extraction: Mel-Frequency Cepstral Coefficients (MFCCs) and Perceptual Linear Predictive (PLP) Coefficients will be calculated to extract relevant features from the audio data.  Libraries such as `Maximilian <https://github.com/micknoise/Maximilian>`_, `Superpowered <https://superpowered.com>`_, or `FFTW <https://www.fftw.org>`_ will be utilized for optimal performance.
--  Transfer Learning: A pre-trained `Siamese network voice model <https://web.archive.org/web/20220716153523id_/https://www.isca-speech.org/archive/pdfs/interspeech_2021/xie21_interspeech.pdf>`_ will be used as a starting point, and the model will be fine-tuned using audio data collected from the installation to create unique vocal profiles for each speaker.
-
-This installation serves as a small-scale example of the potential broader implications for the NIME community in leveraging larger models and on-device learning for embedded systems.  The project will provide examples and insights into tuning on-device models, sound classification, and machine listening using differential logic on the Bela platform.
-
-By utilizing the BeagleBoard PRU and Diff Logic, this project aims to create a more accessible and intuitive platform for implementing embedded AI designs.  While generative AI has made significant advancements due to the computational power of cloud systems, embedded AI often faces challenges related to platform accessibility and ease of use.  This project seeks to bridge that gap by leveraging cutting-edge research and creating new affordances for the NIME community and beyond.
-
-Through this installation, users will engage with an interactive system that showcases the potential of embedded AI for real-time machine listening and visual feedback.  The project aims to inspire further exploration and development in this field, opening up new possibilities for creative expression and technological innovation.
 
 
 Software
 =========
 
-- Python
+- Python (Jupyter, PyTorch)
+- C
 - C++
-- Jupyter
-- PyTorch
-- `DASP-PyTorch <https://github.com/csteinmetz1/dasp-pytorch>`_ (for inspiration with diff logic)
+
 
 Hardware
 ========
 
 - `Bela <https://shop.bela.io/collections/bela-and-bela-mini/products/bela-starter-kit>`_
-- `Microphone <https://www.amazon.com/HiLetgo-Electret-Microphone-Amplifier-Adjustable/dp/B07DRGF8C2/ref=sr_1_4?crid=1GK8Z70NH8T3B&dib=eyJ2IjoiMSJ9.3TLeuToUMtMSxDzz-6KOV3QwGUIYLlSkfekBBGD_Weuw2Wnx7iMF3wQrWIiC_v6APzg_BeONDmj96-yK6xGToOe-myKMMPzuzPFcC1Eu6P-qp0lLbaVZRxKIGAiaUlvnch6HViewqJS6a36Lulon9notgCBF2VGzAj0fSQpT_wyXSzkj08HRCqmNYfADAoBoapFq1ueIeZocw0pO3k4Pvoc7XomfjLuKpVfWDRxlURQ.3bPWlFvIDEXvfL4e2T0MhvOuyCSZeQQPNvX2lzRnrGo&dib_tag=se&keywords=microphone+for+arduino&qid=1710798112&sprefix=microphone+for+arduino%2Caps%2C133&sr=8-4>`_
-- `Translucent PLA <https://www.amazon.com/SUNLU-Filament-Transparent-Dimensional-Accuracy/dp/B07ZNG4L9P/ref=sr_1_3_pp?crid=N47MLJWXUC5C&dib=eyJ2IjoiMSJ9.ICwawDOVAh0A5VmUMNdckWRFtMNdGvKo5tMPoxk3GfPJ9sfDeMSp_axKb_npQbbR4jPYWqUvvp-_1zGhg066y1EvmqPLbBbMumUfkSQRLWW0AyuCJsp1gZBXTYLX2LET2h3TsDimqqCOV3MQvAeLG3qgZ5-V8BmEKQJZwBfXBbfUPBdiS23Vm22JZZ9FmjfdAJ-U-jgFnh0wNSyMHYnoUe-w09jn-2sfJJyClK2_QNI.DRiGQ775VZbEgoko2QMNgyi549tv-6KBis2alGRDi_Y&dib_tag=se&keywords=translucent+pla&qid=1710798136&sprefix=translucent+pla%2Caps%2C133&sr=8-3>`_
-- `LEDs (WS2812) <https://www.amazon.com/BTF-LIGHTING-Individual-Addressable-300Pixels-Non-Waterproof/dp/B088BPGMXB/ref=sr_1_5?crid=25E5I0HB6M681&dib=eyJ2IjoiMSJ9.-p1-G6kzDyRIw1lpX-LmsuVQyCpCDOoUJ3uo1ZYIZ94ONMj2vbxGq7UA_2BlMxD6_zA1GsB0X56aGR-xE2GthT3-56s9X_Zit41fXlvdP4IDVjOSBWuUZDoSaAURUpykDIpz-S6zjsNIiwhkKlYb7mIInlEQ142Enm06534A375UyimTgk1TYbVpxZWNn9y9PdCNNfxTgT-qIxQ3wcdPVKZ-7fLFIu11sjL0qoijIFCa1EfkHnccysSo3_PRSl8excTCyMf5yZFycYrnKOj6JQj66G9vPDPZPhgx67mTJrg.oAOvtSHy2UwHF8ZnmjfLlQXkjz2_fAjv_Cthk3hxxDc&dib_tag=se&keywords=ws2812&qid=1710798162&sprefix=ws2812%2Caps%2C138&sr=8-5>`_
+- `Microphone <https://github.com/sparkfun/SparkFun_Analog_MEMS_Microphone_Breakout_ICS-40180>`_
+- `BT Transmitter <https://www.amazon.com/Acxico-Bluetooth-Transmitter-Wireless-Headphones/dp/B0964T7FBP/ref=sr_1_3?crid=1A0DUBS68GI36&dib=eyJ2IjoiMSJ9.XfhF0anLttLf4GtHh30FjzfKnse9KgPZ4dgL_ZN48-GpBd6OoxkNLDibNVZurtbyvq3m1K2LiUeOT1EOpV8fuG7eiqVonqdhxSPtAUhkBZf3tlXrqPTsMbGzuYNfRW9TQEIhsSKKV4Qn4K5eew01_XLd2uQxhOmFijMYc7pexpJf4RkGFq-UwuGUw1ViehvBLsjRdC8l2tmOOXzYylBQATys1vCiJ-_Q3K3IVIZvY7A.079Tq5hqUJX1FSOhqtcWQqQOJV1Olval75tU8C7qIM4&dib_tag=se&keywords=bluetooth+audio+transmitter+board&qid=1711320174&sprefix=bluetooth+audio+transmitter+boar%2Caps%2C151&sr=8-3>`
 
 Timeline
 ********
@@ -150,45 +339,40 @@ Coding begins (May 27th)
 ++++++++++++++++++++
 Project Foundations
 ++++++++++++++++++++
-- Research noise reduction techniques (spectral subtraction, Wiener filtering, etc.)
-- Experiment with two different audio pre-processing libraries (e.g., Maximilian and FFTW)
-- Toolchain setup with Bela
+- Set up development environment for Bela platform
+- Begin experimenting with pipeline for building ML/DL models and delopying/testing with Bela
 
 Milestone #1, Introductory YouTube video (June 3rd)
 ===================================================
-- Implementation of pre-processing audio on Bela with chosen framework
-- Research MFCC and PLP feature extraction methods using Diff Logic
-- Investigate LSTM networks for voice activation and segmentation
+- Begin implementing the pipeline for DiffLogic on Bela platform 
+- Experiment with different logic gate architectures and training methods
+- Start drafting comprehensive guide and documentation for DiffLogic implementation
 
 Milestone #2 (June 10th)
 ==========================
-- Implement MFCC extraction in Diff Logic, verify quality and speed
-- Implement PLP, test against MFCC
-- Experiment with various feature combinations to optimize voice distinction
-- Research potential pre-trained Siamese network models for voice profiles
+- Iterate on DiffLogic implementation based on initial testing and feedback
+- Evaluate and select appropriate datasets for classifier training (UrbanSound8K, DCASE 2018)
 
 Milestone #3 (June 17th)
 =========================
-- Select pre-trained voice model
-- Design data collection strategy for installation (ensuring for privacy concerns with this one)
-- Fine-tune voice model with data examples and test for efficency vs. speed
-- Keep refining model
+- Begin training the DiffLogic model using selected datasets
+- Evaluate performance metrics including accuracy, training time, and inference time
+- Compare DiffLogic network with traditional classification models (decision tree, logistic regression, neural network)
 
 Milestone #4 (June 24th)
 ==========================
-- Create examples in Jupyter for fine-tuning the model and deploying on Bela
-- Continue fine-tuning model performance based on more data collection
-- Explore different ways of integration Diff Logic within this model
+- Develop supplementary materials such as Jupyter notebooks and video tutorials
+- Complete writing comprehensive guide and documentation for DiffLogic implementation
 
 Milestone #5 (July 1st)
 ========================
-- Hookup all the peripherals with Bela (mic, LEDs, etc)
-- Ensure system integration is working appropriately
-- Develop color assignment algorithm for each unique voice detected
+- Develop supplementary materials such as Jupyter notebooks and video tutorials
+- Start building soundwalking prototype 
+- Conduct initial tests and simulations to validate the effectiveness of real-time narrative updates based on sound classification
 
 Submit midterm evaluations (July 8th)
 =====================================
-- Prototype of project that changes leds with two unique voices that are detected within a conversation
+- Implementation and results from DiffLogic implementation
 
 .. important:: 
     
@@ -196,37 +380,36 @@ Submit midterm evaluations (July 8th)
 
 Milestone #6 (July 15th)
 =========================
-- Build out the orb using a 3D printer with the translucent PLA and using a CAD software to design it
-- Full system implementation test within a quiet environment
-- Explore more optimization potentials
+- Start designing the soundwalk experience, including route planning and narrative structure
+- Explore potential audio classification features (FFT, GFCCs, MFCCs) for sound classification
+- Test initial sound samples with labels
 
 Milestone #7 (July 22nd)
 =========================
-- Query about installation (where, when, etc)
-- Focus on optimizing the model and running as fast and efficently as possible with fine-tuning and online learning
-- Ensure after all optimizing, the POC still works with multiple voice profiles
+- Build a prototype of the soundwalk system integrating the DiffLogic classifier
+- Conduct initial tests and simulations to validate the effectiveness of real-time narrative updates based on sound classification
 
 Milestone #8 (July 29th)
 =========================
-- Follow up with installation requirements
-- Begin drafting tutorials/demos for both the BB community for embedded AI on BB and the NIME community for machine listening examples
+- Optimize the soundwalk system for performance and efficiency
+- Fine-tune the DiffLogic model based on feedback and performance evaluation
+- Address any remaining issues or bugs in the implementation
 
 Milestone #9 (Aug 5th)
 =======================
-- Focus on examples and documentation for Bela demo/tutorials
-- Record videos/images for these tutorials and edit these to be as helpful and professional as possible
-- Finalize installation requirements
+- Finalize all project deliverables including documentation, tutorials, and the soundwalk system
+- Conduct thorough testing and quality assurance checks to ensure everything functions as intended
+- Prepare for the upcoming soundwalk experience in Indiana Dunes National Park
 
 Milestone #10 (Aug 12th)
 ========================
-- Code cleanup, final optimization tweaks
-- Documentation review and completion
-- Project demonstration/presentation recorded
-- GSoC submission preparation
+- Conduct the soundwalk experience in Indiana Dunes National Park
+- Analyze feedback and data collected during the soundwalk experience
+- Finalize deliverables
 
 Final YouTube video (Aug 19th)
 ===============================
-- Video of the system working as a small installation within a curated environment with up to ten different vocal profiles identified and disambiguated from one another.
+- Video of DiffLogic implementation and soundwalking example
 
 Submit final project video, submit final work to GSoC site 
 and complete final mentor evaluation
@@ -269,6 +452,14 @@ There are a few places to reach out for help, including:
 - The `Beagle Forum <https://forum.beagleboard.org/u/mclemcrew>`_ or Discord
 - The `Bela Forum <https://forum.bela.io/u/mclem>`_
 - `X <https://x.com/mclemcrew>`_ (Formerly Twitter)
+- `DASP-PyTorch <https://github.com/csteinmetz1/dasp-pytorch>`_ 
+- `Diff Logic PyTorch library <https://github.com/Felix-Petersen/difflogic>`_
+- `Bela DL Pipeline <https://github.com/pelinski/bela-dl-pipeline>`_
+- `C++ Real-time Audio Programming with Bela <https://github.com/BelaPlatform/bela-online-course>`_
+- `PRU Programming for Beagleboard <https://old.beagleboard.org/pru#:~:text=A%20programmable%20real-time%20unit,BeagleBone%20Green%2C%20etc.>`_
+- `Compiled models on RPi2040 <https://github.com/lnfiniteMonkeys/uSEQ/blob/main/docs/useq.md>`_
+- `Experiments with DiffLogic and Bela <https://github.com/jarmitage/DiffLogicBela/tree/main/projects>`_
+- `PyBela <https://github.com/BelaPlatform/pybela>`_
 
 Each of these resources provides benefit to the overall project in some manner.  The Beagle Forum or Bela Forum are the optimal places to ask for assistance for Bela-related queries.  Within the differential logic and ML/DL communities, X has been helpful with connecting to the right body of work or the right person who may be able to help briefly.  Differential signal processing has become big recently within Music Generation, and I would reach out to researchers I know within these projects should I require assistance before I meet with my mentor again.
 
@@ -291,7 +482,21 @@ Misc
 
 This is the `link <https://github.com/jadonk/gsoc-application/pull/186>`_ to the merge request.
 
-Suggestions
+References
 ===========
 
-Is there anything else we should have asked you?
+- X. Zhao and D. Wang, "Analyzing noise robustness of MFCC and GFCC features in speaker identification," *2013 IEEE International Conference on Acoustics, Speech and Signal Processing*, Vancouver, BC, Canada, 2013, pp. 7204-7208, doi: 10.1109/ICASSP.2013.6639061.
+- Adams, Bruce, N. C., Davies, W., Cain, R., Jennings, P., Carlyle, A., Cusack, P. T., Hume, K., & Plack, C. (2008). *Soundwalking as a methodology for understanding soundscapes*. `https://www.semanticscholar.org/paper/Soundwalking-as-a-methodology-for-understanding-Adams-Bruce/f9e9eb719fb213c3f1f72dd000cabcf52169e5c7 <https://www.semanticscholar.org/paper/Soundwalking-as-a-methodology-for-understanding-Adams-Bruce/f9e9eb719fb213c3f1f72dd000cabcf52169e5c7>`_
+- Carras, C. (2019). Soundwalks: An experiential path to new sonic art. *Organised Sound*, *24*(3), 261–273. `https://doi.org/10.1017/S1355771819000335 <https://doi.org/10.1017/S1355771819000335>`_
+- Drever, J. L. (2009). *Soundwalking: Aural Excursions into the Everyday*. `https://www.semanticscholar.org/paper/Soundwalking%3A-Aural-Excursions-into-the-Everyday-Drever/870b40f70636933df0efb2d9706dbea678f3cf3a <https://www.semanticscholar.org/paper/Soundwalking%3A-Aural-Excursions-into-the-Everyday-Drever/870b40f70636933df0efb2d9706dbea678f3cf3a>`_
+- Staśko-Mazur, K. (2015). Soundwalk as a multifaceted practice. *Argument : Biannual Philosophical Journal*. `https://www.semanticscholar.org/paper/Soundwalk-as-a-multifaceted-practice-Sta%C5%9Bko-Mazur/571241ba10d121a0b6d8e29cc7efb73387eaa436 <https://www.semanticscholar.org/paper/Soundwalk-as-a-multifaceted-practice-Sta%C5%9Bko-Mazur/571241ba10d121a0b6d8e29cc7efb73387eaa436>`_
+- Truax, B. (2021). R. Murray Schafer (1933–2021) and the World Soundscape Project. *Organised Sound*, *26*(3), 419–421. `https://doi.org/10.1017/S1355771821000509 <https://doi.org/10.1017/S1355771821000509>`_
+- Pierce, E., Shepardson, V., Armitage, J., & Magnusson, T. (2023). Bela-IREE: An Approach to Embedded Machine Learning for Real-Time Music Interaction. AIMC 2023. Retrieved from https://aimc2023.pubpub.org/pub/t2l10z49
+- Pelinski, T., Shepardson, V., Symons, S., Caspe, F. S., Benito Temprano, A. L., Armitage, J., … McPherson, A. (2022). Embedded AI for NIME: Challenges and Opportunities. International Conference on New Interfaces for Musical Expression. `https://doi.org/10.21428/92fbeb44.76beab02 <https://doi.org/10.21428/92fbeb44.76beab02>`_
+- Solomes, A. M., and D. Stowell. 2020. “Efficient Bird Sound Detection on the Bela Embedded System.” `https://qmro.qmul.ac.uk/xmlui/handle/123456789/67750 <https://qmro.qmul.ac.uk/xmlui/handle/123456789/67750>`_.
+- Shaw, Tim, and J. Bowers. 2020. “Ambulation: Exploring Listening Technologies for an Extended Sound Walking Practice.” *New Interfaces for Musical Expression*, 23–28.
+- McPherson, Andrew P., Robert H. Jack, Giulio Moro, and Others. 2016. “Action-Sound Latency: Are Our Tools Fast Enough?” *Qmro.qmul.ac.uk*. `https://qmro.qmul.ac.uk/xmlui/handle/123456789/12479 <https://qmro.qmul.ac.uk/xmlui/handle/123456789/12479>`_.
+- Pelinski, Teresa, Rodrigo Diaz, A. L. B. Temprano, and Andrew J. McPherson. 2023. “Pipeline for Recording Datasets and Running Neural Networks on the Bela Embedded Hardware Platform.” *ArXiv* abs/2306.11389 (June). `https://doi.org/10.48550/arXiv.2306.11389 <https://doi.org/10.48550/arXiv.2306.11389>`_.
+- N. P. Lago and F. Kon. The quest for low latency. In Proc. ICMC, 2004.
+- D. Wessel and M. Wright. Problems and prospects for intimate musical control of computers. *Computer Music Journal*, *26*(3):11–22, 2002.
+
-- 
GitLab


From 7158ca92a6d4242a2e25b08a7e2675bbbf7f7945 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 25 Mar 2024 00:41:55 -0400
Subject: [PATCH 05/10] small txt updates

---
 proposals/mc.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/proposals/mc.rst b/proposals/mc.rst
index 6ab2402..df7352c 100644
--- a/proposals/mc.rst
+++ b/proposals/mc.rst
@@ -271,7 +271,7 @@ Hardware
 
 - `Bela <https://shop.bela.io/collections/bela-and-bela-mini/products/bela-starter-kit>`_
 - `Microphone <https://github.com/sparkfun/SparkFun_Analog_MEMS_Microphone_Breakout_ICS-40180>`_
-- `BT Transmitter <https://www.amazon.com/Acxico-Bluetooth-Transmitter-Wireless-Headphones/dp/B0964T7FBP/ref=sr_1_3?crid=1A0DUBS68GI36&dib=eyJ2IjoiMSJ9.XfhF0anLttLf4GtHh30FjzfKnse9KgPZ4dgL_ZN48-GpBd6OoxkNLDibNVZurtbyvq3m1K2LiUeOT1EOpV8fuG7eiqVonqdhxSPtAUhkBZf3tlXrqPTsMbGzuYNfRW9TQEIhsSKKV4Qn4K5eew01_XLd2uQxhOmFijMYc7pexpJf4RkGFq-UwuGUw1ViehvBLsjRdC8l2tmOOXzYylBQATys1vCiJ-_Q3K3IVIZvY7A.079Tq5hqUJX1FSOhqtcWQqQOJV1Olval75tU8C7qIM4&dib_tag=se&keywords=bluetooth+audio+transmitter+board&qid=1711320174&sprefix=bluetooth+audio+transmitter+boar%2Caps%2C151&sr=8-3>`
+- `BT Transmitter <https://www.amazon.com/Acxico-Bluetooth-Transmitter-Wireless-Headphones/dp/B0964T7FBP/ref=sr_1_3?crid=1A0DUBS68GI36&dib=eyJ2IjoiMSJ9.XfhF0anLttLf4GtHh30FjzfKnse9KgPZ4dgL_ZN48-GpBd6OoxkNLDibNVZurtbyvq3m1K2LiUeOT1EOpV8fuG7eiqVonqdhxSPtAUhkBZf3tlXrqPTsMbGzuYNfRW9TQEIhsSKKV4Qn4K5eew01_XLd2uQxhOmFijMYc7pexpJf4RkGFq-UwuGUw1ViehvBLsjRdC8l2tmOOXzYylBQATys1vCiJ-_Q3K3IVIZvY7A.079Tq5hqUJX1FSOhqtcWQqQOJV1Olval75tU8C7qIM4&dib_tag=se&keywords=bluetooth+audio+transmitter+board&qid=1711320174&sprefix=bluetooth+audio+transmitter+boar%2Caps%2C151&sr=8-3>`_
 
 Timeline
 ********
@@ -497,6 +497,6 @@ References
 - Shaw, Tim, and J. Bowers. 2020. “Ambulation: Exploring Listening Technologies for an Extended Sound Walking Practice.” *New Interfaces for Musical Expression*, 23–28.
 - McPherson, Andrew P., Robert H. Jack, Giulio Moro, and Others. 2016. “Action-Sound Latency: Are Our Tools Fast Enough?” *Qmro.qmul.ac.uk*. `https://qmro.qmul.ac.uk/xmlui/handle/123456789/12479 <https://qmro.qmul.ac.uk/xmlui/handle/123456789/12479>`_.
 - Pelinski, Teresa, Rodrigo Diaz, A. L. B. Temprano, and Andrew J. McPherson. 2023. “Pipeline for Recording Datasets and Running Neural Networks on the Bela Embedded Hardware Platform.” *ArXiv* abs/2306.11389 (June). `https://doi.org/10.48550/arXiv.2306.11389 <https://doi.org/10.48550/arXiv.2306.11389>`_.
-- N. P. Lago and F. Kon. The quest for low latency. In Proc. ICMC, 2004.
+- N.P. Lago and F. Kon. The quest for low latency. In Proc. ICMC, 2004.
 - D. Wessel and M. Wright. Problems and prospects for intimate musical control of computers. *Computer Music Journal*, *26*(3):11–22, 2002.
 
-- 
GitLab


From 6ef9e08af2bc09ed59e2ecd050710b719ade52e9 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 25 Mar 2024 00:47:19 -0400
Subject: [PATCH 06/10] txt update

---
 proposals/mc.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/proposals/mc.rst b/proposals/mc.rst
index df7352c..90c73f9 100644
--- a/proposals/mc.rst
+++ b/proposals/mc.rst
@@ -43,6 +43,7 @@ Soundwalking
 Soundwalking is a practice that was initially developed by the World Soundscape Project, an international research group founded by R. Murray Schafer (Traux 2021).  The project focused on acoustic ecology and the idea that noise pollution in our sonic environment has impaired our ability to actively listen (Staśko-Mazur 2015).  Soundwalking was initially used to improve our listening skills and understand the human experience of aural perception in modern society.  Today, it is used to help listeners appreciate the importance of the soundscape in their environment and is widely used in soundscape research.
 
 Other definitions of soundwalking from researchers include:
+
 - An empirical method for identifying and analyzing the soundscape and its components in different locations (Adams, 2008)
 - '...any excursion whose main purpose is listening to the environment' (Drever, 2009)
 - A practice that promotes an aural perception of the environment as both a physical space and a space of social and political tensions, divisions, and flows (Carras, 2019)
-- 
GitLab


From 5bc7177d8cef804566ce09170a410a27f75c9e93 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Mon, 25 Mar 2024 02:10:49 -0400
Subject: [PATCH 07/10] update logic-gate-pic

---
 _static/images/logic-gates-fix.png | Bin 0 -> 140178 bytes
 proposals/mc.rst                   |   4 ++--
 2 files changed, 2 insertions(+), 2 deletions(-)
 create mode 100644 _static/images/logic-gates-fix.png

diff --git a/_static/images/logic-gates-fix.png b/_static/images/logic-gates-fix.png
new file mode 100644
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diff --git a/proposals/mc.rst b/proposals/mc.rst
index 90c73f9..0930e78 100644
--- a/proposals/mc.rst
+++ b/proposals/mc.rst
@@ -75,7 +75,7 @@ The following image illustrates the steps of the perceptron.
 
 A logic gate is similar to a perceptron in that it also can be used as a binary linear classifier.  With XOR, it takes on the implementation of a multi-layer perceptron, but the main concept within leveraging logic gates as perceptrons is that they both function as binary linear classifiers as demonstrated below:
 
-.. image:: ../_static/images/logic-gates.png
+.. image:: ../_static/images/logic-gates-fix.png
   :alt: An image of logic gates acting as linear classifiers
 
 A table of key differences between the network architectures follows:
@@ -95,7 +95,7 @@ A table of key differences between the network architectures follows:
 
 Although all logic gates can be modeled by using just the NAND and NOR gates (`DeMorgan's Law <https://www.allaboutcircuits.com/textbook/digital/chpt-7/demorgans-theorems/>`_), the authors of this work use the following 16, including a falsy and truthy representation as represented below:
 
-.. list-table:: Truth Table
+.. list-table::
    :widths: 10 25 25 10 10 10 10
    :header-rows: 1
 
-- 
GitLab


From d734e7bbe13fca27eb88d24cb778e97024870f83 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Tue, 2 Apr 2024 00:56:04 -0400
Subject: [PATCH 08/10] Updated with initial attempts

---
 proposals/mc.rst | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/proposals/mc.rst b/proposals/mc.rst
index 0930e78..bebb70a 100644
--- a/proposals/mc.rst
+++ b/proposals/mc.rst
@@ -274,6 +274,16 @@ Hardware
 - `Microphone <https://github.com/sparkfun/SparkFun_Analog_MEMS_Microphone_Breakout_ICS-40180>`_
 - `BT Transmitter <https://www.amazon.com/Acxico-Bluetooth-Transmitter-Wireless-Headphones/dp/B0964T7FBP/ref=sr_1_3?crid=1A0DUBS68GI36&dib=eyJ2IjoiMSJ9.XfhF0anLttLf4GtHh30FjzfKnse9KgPZ4dgL_ZN48-GpBd6OoxkNLDibNVZurtbyvq3m1K2LiUeOT1EOpV8fuG7eiqVonqdhxSPtAUhkBZf3tlXrqPTsMbGzuYNfRW9TQEIhsSKKV4Qn4K5eew01_XLd2uQxhOmFijMYc7pexpJf4RkGFq-UwuGUw1ViehvBLsjRdC8l2tmOOXzYylBQATys1vCiJ-_Q3K3IVIZvY7A.079Tq5hqUJX1FSOhqtcWQqQOJV1Olval75tU8C7qIM4&dib_tag=se&keywords=bluetooth+audio+transmitter+board&qid=1711320174&sprefix=bluetooth+audio+transmitter+boar%2Caps%2C151&sr=8-3>`_
 
+Early Experiements / Troubleshooting
+=====================================
+Within the difflogic repo in the main.py and main_baseline.py files, the Iris dataset is included in the code but not within the terminal commands.  I `updated their code <https://github.com/mclemcrew/difflogic/commit/56c2ffb32d6e4bfbf06d6e431b899e28d360c89c>`_ and began attempting to run the experiments to see if I could verify and replicate their results.  Unfortunately, I could not do so despite several attempts to get it working.  Within my University's Center for High-Performance Computing, I ran into a GCC compiler version error (PyTorch required 9 and our node was running on 8).  I tried to install it from source but ended up with more errors than anything and decided to spin up an EC2 instance instead and install everything manually to ensure the correct versioning.  For CUDA to be uploaded, I needed to request that my vCPUs be upgraded in the region I was deploying so I could attach a GPU to my instance.  After attempting to spin everything up from scratch, I kept receiving the following error while installing via pip or from building from source:
+
+.. code-block:: bash
+
+   CUDA_HOME environment variable is not set. Please set it to your CUDA install root.
+
+After looking into this, I believe there is still a mismatch between torch versioning and CUDA, but I ran out of time to resolve this before getting anything running.  The EC2 instance was the best solution for the time being, and despite following their installation support file, I still encountered issues I needed to resolve.  I'll be looking through the CUDA installation guide in more detail since I'm sure I overlooked something while installing everything on the EC2 instance.
+
 Timeline
 ********
 
@@ -436,8 +446,8 @@ Initial results (September 3)
 
     **November 11 - 18:00 UTC:** Final date for mentors to submit evaluations for GSoC contributor projects with extended deadline
 
-Experience and approch
-***********************
+Experience and approach
+************************
 
 Although I have limited experience with Bela specifically, I have worked on numerous embedded projects that demonstrate my proficiency in this area including my `MIDI Mosaic project <http://mclem.in/#/projects/midi-mosaic>`_ that utilized the Teensy microcontroller for processing of the capacitive touch sensor and MIDI data wrangling.
 
-- 
GitLab


From d3dfd5d6f2a6062be48d066d26b73795e3efa30b Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Tue, 2 Apr 2024 11:46:46 -0400
Subject: [PATCH 09/10] update for merge

---
 proposals/index.rst  |   7 +-
 proposals/mc-old.rst | 297 -------------------------------------------
 2 files changed, 3 insertions(+), 301 deletions(-)
 delete mode 100644 proposals/mc-old.rst

diff --git a/proposals/index.rst b/proposals/index.rst
index 6b9a1d2..a356348 100644
--- a/proposals/index.rst
+++ b/proposals/index.rst
@@ -1,6 +1,5 @@
-.. _proposals:
+.. _gsoc-proposal-Himanshu kohale:
 
-Proposals
 #########
 
 .. tip:: 
@@ -11,5 +10,5 @@ Proposals
 .. toctree:: 
     :hidden:
 
-    mc
-    template
\ No newline at end of file
+    melta101
+    template
diff --git a/proposals/mc-old.rst b/proposals/mc-old.rst
deleted file mode 100644
index 5aaf2b6..0000000
--- a/proposals/mc-old.rst
+++ /dev/null
@@ -1,297 +0,0 @@
-.. _gsoc-proposal-template:
-
-Proposal template 
-#################
-
-Introduction
-*************
-
-Summary links
-=============
-
-- **Contributor:** `Michael Clemens <https://forum.beagleboard.org/u/mclemcrew>`_
-- **Mentors:** `Jack Armitage <https://forum.beagleboard.org/u/jarm>`_, `Chris Kiefer <https://forum.beagleboard.org/u/luuma>`_
-
-Status
-=======
-
-This project is currently just a proposal.
-
-Proposal
-========
-
-About 
-=====
-
-- **Forum:** :fab:`discourse` `u/mclemcrew (Michael Clemens) <https://forum.beagleboard.org/u/mclemcrew>`_
-- **OpenBeagle:** :fab:`gitlab` `mclem (Michael Clemens) <https://openbeagle.org/mclem>`_
-- **Github:** :fab:`github` `mclemcrew (Michael Clemens) <https://github.com/mclemcrew>`_
-- **School:** :fas:`school` University of Utah
-- **Country:** :fas:`flag` United States
-- **Primary language:** :fas:`language` English
-- **Typical work hours:** :fas:`clock` 7AM-3PM US Mountain
-- **Previous GSoC participation:** :fab:`google` N/A
-
-Project
-********
-
-**Project name:** Differential Logic Based Adaptive Soundwalk
-
-Description
-============
-
-This project aims to create an interactive sound installation that analyzes speech input, generates unique vocal fingerprints, and visually identifies the speaker using color-changing LEDs embedded within a translucent orb.  The installation will respond to users' voices in real time by displaying a unique color based on the individual speaking at that time, creating an immersive experience that explores the intersection of sound, identity, and technology.
-
-Lawrence Abu Hamdan's work on `forensic listening <https://disclaimer.org.au/contents/forensic-listening-as-machine-listening>`_, particularly his pieces `"Witness-Machine Complex, 2021" <http://lawrenceabuhamdan.com/witness-machine-complex>`_ and `"Conflicted Phonemes, 2012" <http://lawrenceabuhamdan.com/conflicted-phonemes>`_ were the inspirations behind this project.  His works explore the relationship between voice, identity, and how technology can mediate and interpret spoken language.  This project takes these ideas and visually represents the idea of a vocal fingerprint.
-
-The main technical contribution of this project to the BeagleBoard community is the development of an embedded machine learning system that utilizes Differential Logic for real-time processing of machine listening scenarios.  The proposed architecture for the project includes the following components:
-1.  Audio Input and Pre-processing
-2.  Voice Analysis and Fingerprinting
-3.  Color Mapping and Visualization
-
-Here's a visual of the proposed architecture:
-
-.. image:: ../_static/images/architecture-diagram.png
-  :alt: An architecture diagram for the proposed project displaying the flow of audio signal all the way to light changes
-
-Within these sections, there are several challenges this project will encounter, such as:
--  Noise Reduction: Techniques such as spectral subtraction, Wiener filtering, or non-negative matrix factorization will be employed to enhance the audio quality and remove unwanted background noise.
--  Segmentation: Voice activation detection and utterance segmentation using LSTM networks will be implemented to identify and isolate individual speakers within the audio stream.
--  Feature Extraction: Mel-Frequency Cepstral Coefficients (MFCCs) and Perceptual Linear Predictive (PLP) Coefficients will be calculated to extract relevant features from the audio data.  Libraries such as `Maximilian <https://github.com/micknoise/Maximilian>`_, `Superpowered <https://superpowered.com>`_, or `FFTW <https://www.fftw.org>`_ will be utilized for optimal performance.
--  Transfer Learning: A pre-trained `Siamese network voice model <https://web.archive.org/web/20220716153523id_/https://www.isca-speech.org/archive/pdfs/interspeech_2021/xie21_interspeech.pdf>`_ will be used as a starting point, and the model will be fine-tuned using audio data collected from the installation to create unique vocal profiles for each speaker.
-
-This installation serves as a small-scale example of the potential broader implications for the NIME community in leveraging larger models and on-device learning for embedded systems.  The project will provide examples and insights into tuning on-device models, sound classification, and machine listening using differential logic on the Bela platform.
-
-By utilizing the BeagleBoard PRU and Diff Logic, this project aims to create a more accessible and intuitive platform for implementing embedded AI designs.  While generative AI has made significant advancements due to the computational power of cloud systems, embedded AI often faces challenges related to platform accessibility and ease of use.  This project seeks to bridge that gap by leveraging cutting-edge research and creating new affordances for the NIME community and beyond.
-
-Through this installation, users will engage with an interactive system that showcases the potential of embedded AI for real-time machine listening and visual feedback.  The project aims to inspire further exploration and development in this field, opening up new possibilities for creative expression and technological innovation.
-
-
-Software
-=========
-
-- Python
-- C++
-- Jupyter
-- PyTorch
-- `DASP-PyTorch <https://github.com/csteinmetz1/dasp-pytorch>`_ (for inspiration with diff logic)
-
-Hardware
-========
-
-- `Bela <https://shop.bela.io/collections/bela-and-bela-mini/products/bela-starter-kit>`_
-- `Microphone <https://www.amazon.com/HiLetgo-Electret-Microphone-Amplifier-Adjustable/dp/B07DRGF8C2/ref=sr_1_4?crid=1GK8Z70NH8T3B&dib=eyJ2IjoiMSJ9.3TLeuToUMtMSxDzz-6KOV3QwGUIYLlSkfekBBGD_Weuw2Wnx7iMF3wQrWIiC_v6APzg_BeONDmj96-yK6xGToOe-myKMMPzuzPFcC1Eu6P-qp0lLbaVZRxKIGAiaUlvnch6HViewqJS6a36Lulon9notgCBF2VGzAj0fSQpT_wyXSzkj08HRCqmNYfADAoBoapFq1ueIeZocw0pO3k4Pvoc7XomfjLuKpVfWDRxlURQ.3bPWlFvIDEXvfL4e2T0MhvOuyCSZeQQPNvX2lzRnrGo&dib_tag=se&keywords=microphone+for+arduino&qid=1710798112&sprefix=microphone+for+arduino%2Caps%2C133&sr=8-4>`_
-- `Translucent PLA <https://www.amazon.com/SUNLU-Filament-Transparent-Dimensional-Accuracy/dp/B07ZNG4L9P/ref=sr_1_3_pp?crid=N47MLJWXUC5C&dib=eyJ2IjoiMSJ9.ICwawDOVAh0A5VmUMNdckWRFtMNdGvKo5tMPoxk3GfPJ9sfDeMSp_axKb_npQbbR4jPYWqUvvp-_1zGhg066y1EvmqPLbBbMumUfkSQRLWW0AyuCJsp1gZBXTYLX2LET2h3TsDimqqCOV3MQvAeLG3qgZ5-V8BmEKQJZwBfXBbfUPBdiS23Vm22JZZ9FmjfdAJ-U-jgFnh0wNSyMHYnoUe-w09jn-2sfJJyClK2_QNI.DRiGQ775VZbEgoko2QMNgyi549tv-6KBis2alGRDi_Y&dib_tag=se&keywords=translucent+pla&qid=1710798136&sprefix=translucent+pla%2Caps%2C133&sr=8-3>`_
-- `LEDs (WS2812) <https://www.amazon.com/BTF-LIGHTING-Individual-Addressable-300Pixels-Non-Waterproof/dp/B088BPGMXB/ref=sr_1_5?crid=25E5I0HB6M681&dib=eyJ2IjoiMSJ9.-p1-G6kzDyRIw1lpX-LmsuVQyCpCDOoUJ3uo1ZYIZ94ONMj2vbxGq7UA_2BlMxD6_zA1GsB0X56aGR-xE2GthT3-56s9X_Zit41fXlvdP4IDVjOSBWuUZDoSaAURUpykDIpz-S6zjsNIiwhkKlYb7mIInlEQ142Enm06534A375UyimTgk1TYbVpxZWNn9y9PdCNNfxTgT-qIxQ3wcdPVKZ-7fLFIu11sjL0qoijIFCa1EfkHnccysSo3_PRSl8excTCyMf5yZFycYrnKOj6JQj66G9vPDPZPhgx67mTJrg.oAOvtSHy2UwHF8ZnmjfLlQXkjz2_fAjv_Cthk3hxxDc&dib_tag=se&keywords=ws2812&qid=1710798162&sprefix=ws2812%2Caps%2C138&sr=8-5>`_
-
-Timeline
-********
-
-Provide a development timeline with 10 milestones, one for each week of development without 
-an evaluation, and any pre-work. (A realistic, measurable timeline is critical to our selection process.)
-
-.. note:: This timeline is based on the `official GSoC timeline <https://developers.google.com/open-source/gsoc/timeline>`_
-
-
-Timeline summary
-=================
-
-.. table:: 
-
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | Date                   | Activity                                                                                           |                                  
-    +========================+====================================================================================================+
-    | February 26            | Connect with possible mentors and request review on first draft                                    |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | March 4                | Complete prerequisites, verify value to community and request review on second draft               |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | March 11               | Finalized timeline and request review on final draft                                               |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | March 21               | Submit application                                                                                 |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | May 1                  | Start bonding                                                                                      |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | May 27                 | Start coding and introductory video                                                                |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | June 3                 | Release introductory video and complete milestone #1                                               |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | June 10                | Complete milestone #2                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | June 17                | Complete milestone #3                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | June 24                | Complete milestone #4                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | July 1                 | Complete milestone #5                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | July 8                 | Submit midterm evaluations                                                                         |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | July 15                | Complete milestone #6                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | July 22                | Complete milestone #7                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | July 29                | Complete milestone #8                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | August 5               | Complete milestone #9                                                                              |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | August 12              | Complete milestone #10                                                                             |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-    | August 19              | Submit final project video, submit final work to GSoC site and complete final mentor evaluation    |
-    +------------------------+----------------------------------------------------------------------------------------------------+
-
-Timeline detailed
-=================
-
-Community Bonding Period (May 1st - May 26th)
-==============================================
-GSoC contributors get to know mentors, read documentation, get up to speed to begin working on their projects
-
-Coding begins (May 27th)
-=========================
-++++++++++++++++++++
-Project Foundations
-++++++++++++++++++++
-- Research noise reduction techniques (spectral subtraction, Wiener filtering, etc.)
-- Experiment with two different audio pre-processing libraries (e.g., Maximilian and FFTW)
-- Toolchain setup with Bela
-
-Milestone #1, Introductory YouTube video (June 3rd)
-===================================================
-- Implementation of pre-processing audio on Bela with chosen framework
-- Research MFCC and PLP feature extraction methods using Diff Logic
-- Investigate LSTM networks for voice activation and segmentation
-
-Milestone #2 (June 10th)
-==========================
-- Implement MFCC extraction in Diff Logic, verify quality and speed
-- Implement PLP, test against MFCC
-- Experiment with various feature combinations to optimize voice distinction
-- Research potential pre-trained Siamese network models for voice profiles
-
-Milestone #3 (June 17th)
-=========================
-- Select pre-trained voice model
-- Design data collection strategy for installation (ensuring for privacy concerns with this one)
-- Fine-tune voice model with data examples and test for efficency vs. speed
-- Keep refining model
-
-Milestone #4 (June 24th)
-==========================
-- Create examples in Jupyter for fine-tuning the model and deploying on Bela
-- Continue fine-tuning model performance based on more data collection
-- Explore different ways of integration Diff Logic within this model
-
-Milestone #5 (July 1st)
-========================
-- Hookup all the peripherals with Bela (mic, LEDs, etc)
-- Ensure system integration is working appropriately
-- Develop color assignment algorithm for each unique voice detected
-
-Submit midterm evaluations (July 8th)
-=====================================
-- Prototype of project that changes leds with two unique voices that are detected within a conversation
-
-.. important:: 
-    
-    **July 12 - 18:00 UTC:** Midterm evaluation deadline (standard coding period) 
-
-Milestone #6 (July 15th)
-=========================
-- Build out the orb using a 3D printer with the translucent PLA and using a CAD software to design it
-- Full system implementation test within a quiet environment
-- Explore more optimization potentials
-
-Milestone #7 (July 22nd)
-=========================
-- Query about installation (where, when, etc)
-- Focus on optimizing the model and running as fast and efficently as possible with fine-tuning and online learning
-- Ensure after all optimizing, the POC still works with multiple voice profiles
-
-Milestone #8 (July 29th)
-=========================
-- Follow up with installation requirements
-- Begin drafting tutorials/demos for both the BB community for embedded AI on BB and the NIME community for machine listening examples
-
-Milestone #9 (Aug 5th)
-=======================
-- Focus on examples and documentation for Bela demo/tutorials
-- Record videos/images for these tutorials and edit these to be as helpful and professional as possible
-- Finalize installation requirements
-
-Milestone #10 (Aug 12th)
-========================
-- Code cleanup, final optimization tweaks
-- Documentation review and completion
-- Project demonstration/presentation recorded
-- GSoC submission preparation
-
-Final YouTube video (Aug 19th)
-===============================
-- Video of the system working as a small installation within a curated environment with up to ten different vocal profiles identified and disambiguated from one another.
-
-Submit final project video, submit final work to GSoC site 
-and complete final mentor evaluation
-
-Final Submission (Aug 24nd)
-============================
-
-.. important::
-
-    **August 19 - 26 - 18:00 UTC:** Final week: GSoC contributors submit their final work 
-    product and their final mentor evaluation (standard coding period)
-
-    **August 26 - September 2 - 18:00 UTC:** Mentors submit final GSoC contributor 
-    evaluations (standard coding period)
-
-Initial results (September 3)
-=============================
-
-.. important:: 
-    **September 3 - November 4:** GSoC contributors with extended timelines continue coding
-
-    **November 4 - 18:00 UTC:** Final date for all GSoC contributors to submit their final work product and final evaluation
-
-    **November 11 - 18:00 UTC:** Final date for mentors to submit evaluations for GSoC contributor projects with extended deadline
-
-Experience and approch
-***********************
-
-Although I have limited experience with Bela specifically, I have worked on numerous embedded projects that demonstrate my proficiency in this area including my `MIDI Mosaic project <http://mclem.in/#/projects/midi-mosaic>`_ that utilized the Teensy microcontroller for processing of the capacitive touch sensor and MIDI data wrangling.
-
-I'm currently building a `co-creative music mixing agent <https://github.com/mclemcrew/MixologyDB>`_ that leverages non-copyrighted audio data to recommend audio effect, parameters, and their associated values based on user input through a chat-interface.  Despite the potential challenges of using chat interfaces for music, as highlighted by Martin Mull's quote "Writing about music is like dancing about architecture."  With this in mind, I'm leveraging XAI principles such as chain-of-thought reasoning and counterfactuals to help recommend mixing basics for `amateurs through pro-ams <https://arxiv.org/abs/2304.03407>`_.  This project demonstrates my experience in applying advanced machine learning techniques to real-world problems.
-
-Through my research within the field of natural language processing (NLP) and my hands-on experience with various projects, I have developed a strong foundation in machine learning and deep learning.  While I am aware of some Diff Logic approaches from papers such as `"High-Fidelity Noise Reduction with Differentiable Signal Processing" <https://arxiv.org/abs/2310.11364>`_, I have not yet had the opportunity to implement them directly.  However, I am excited to apply my existing knowledge and skills to explore this concept further within the context of embedded AI.
-
-Contingency
-===========
-
-There are a few places to reach out for help, including:
-
-- The `Beagle Forum <https://forum.beagleboard.org/u/mclemcrew>`_ or Discord
-- The `Bela Forum <https://forum.bela.io/u/mclem>`_
-- `X <https://x.com/mclemcrew>`_ (Formerly Twitter)
-
-Each of these resources provides benefit to the overall project in some manner.  The Beagle Forum or Bela Forum are the optimal places to ask for assistance for Bela-related queries.  Within the differential logic and ML/DL communities, X has been helpful with connecting to the right body of work or the right person who may be able to help briefly.  Differential signal processing has become big recently within Music Generation, and I would reach out to researchers I know within these projects should I require assistance before I meet with my mentor again.
-
-Benefit
-========
-
-If completed, this project will have a positive impact on the BeagleBoard community by providing a robust and accessible framework for implementing embedded AI designs, specifically in the domain of machine listening and audio processing.
-
-The project will demonstrate the feasibility and effectiveness of leveraging Differential Logic techniques for real-time audio processing on the BeagleBoard platform. By showcasing the successful integration of advanced machine learning algorithms, such as Siamese networks and transfer learning, with the BeagleBoard's hardware capabilities, this project seeks to inspire and encourage other developers and researchers to explore similar approaches in their own work.
-
-This project will also contribute a set of demos, code snippets, and tutorials for implementing on-device machine learning models, sound classification, and machine listening using differential logic on the Bela platform. These resources will serve as a foundation for the BeagleBoard community to build upon, ensuring that embedded AI projects are more accessible to the overall community within BB and NIME.
-
-Relevant Forum Posts:
-
-- `Embedded differentiable logic gate networks for real-time interactive and creative applications <https://forum.beagleboard.org/t/embedded-differentiable-logic-gate-networks-for-real-time-interactive-and-creative-applications/37768/1>`_
-- `Enhanced Media Experience with AI-Powered Commercial Detection and Replacement <https://forum.beagleboard.org/t/enhanced-media-experience-with-ai-powered-commercial-detection-and-replacement/37358>`_
-
-Misc
-====
-
-This is the `link <https://github.com/jadonk/gsoc-application/pull/186>`_ to the merge request.
-
-Suggestions
-===========
-
-Is there anything else we should have asked you?
-- 
GitLab


From 56f71f9172822c56f536eea8383246b818b10020 Mon Sep 17 00:00:00 2001
From: Michael Clemens <michael.clemens@outlook.com>
Date: Tue, 2 Apr 2024 14:59:57 -0400
Subject: [PATCH 10/10] updates for index

---
 _static/images/logic-gates.png | Bin 62191 -> 0 bytes
 projects/index.rst             |   1 -
 proposals/index.rst            |   1 +
 3 files changed, 1 insertion(+), 1 deletion(-)
 delete mode 100644 _static/images/logic-gates.png

diff --git a/_static/images/logic-gates.png b/_static/images/logic-gates.png
deleted file mode 100644
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diff --git a/projects/index.rst b/projects/index.rst
index 5c630de..1d3b473 100644
--- a/projects/index.rst
+++ b/projects/index.rst
@@ -95,4 +95,3 @@ GSoC over the previous years is given in the section that follows.
     2014
     2013
     2010
-    mc
diff --git a/proposals/index.rst b/proposals/index.rst
index fb96e57..4e363f9 100644
--- a/proposals/index.rst
+++ b/proposals/index.rst
@@ -16,5 +16,6 @@
     template
     alecdenny
     matt-davison
+    mc
 
 
-- 
GitLab