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sound_event_detection's Introduction

Hi, I'm Jim 👋

Currently, I am an Head of Engineering at NewAtlantis Labs, a team dedicated to merging omics-led science, AI, and innovative financial models to support Marine Protected Areas (MPAs).

  • Online Migration for Datastores - Feature Release - migrate your databases seamlessly to DigitalOcean (600k+ customer reach).
  • Voiceome - our research paper that focuses on the largest clinical study in the world to collect voice data labeled with health information (N>6,000 participants, 48 utterances, 80+ health labels).
  • Vibe - a framework for Alzheimer's disease research (1st place at the CNT hackathon / UW Center for Neurotechnology).
  • Voicebook - a book to get you started programming voice computing applications in Python (10 chapters and 200+ scripts).
  • SurveyLex - create a distribute a voice survey in <1 minute (1000+ users).
  • Allie ML framework - an agile ML framework for machine learning research (90+ stars).
  • Brainmeet.org - a social network for brain science (150+ users).
  • Every Second Counts - a music album I composed with my friend Berk for our band, the Pragmatists (16 songs).
  • Science - a poem about conducting science independently from academia (200+ views).
  • Journeys in Life - a memory illustration album in honor of my brother, Tim (34+ illustrations, 1 poem).
  • Nala - a framework to easily build and scale voice assistants (25+ stars).

... more demos can be found here

  • climate change activism - Currently, I am an Head of Engineering at NewAtlantis Labs, a team dedicated to merging omics-led science, AI, and innovative financial models to support Marine Protected Areas (MPAs). I also helped to build the website for ClimateVoice, an advocacy organization to go #AllinonClimate and built a few climate GitHub applications through Protea.earth, a working group for climate change.
  • databases - Our team @ DigitalOcean built the managed databases product (DBaaS) to make it easy to set up and scale SQL, PostgreSQL, MongoDB, and Redis databases (10+ team members).
  • digital health - I'm a strong believer that software can eat healthcare a bit more to improve health outcomes and reduce healthcare costs; it's our responsibility to make the healthcare transition toward web 3.0 move faster.
  • diversity, equity, and inclusion (DEI) - I strongly believe software can help improve accessibility and lessen biases, so if I can contribute to any DEI-related projects you are working on please let me know.
  • life hacking - I generally am looking for hacks to be more productive, so you may find me releasing some code to automate my daily routine and/or send and respond to emails.
  • machine learning - I built Allie, an agile ML framework (90+ stars) - I'm always looking to open source useful machine learning models and teach others machine learning who want to learn.
  • new media formats - I'm fascinated about creating new forms of art and media formats through software -- for example, computer generated poetry.
  • quantum computing - I co-founded QuForce.org, a community for quantum computing enthusiasts.
  • stock trading - I like to do automated stock trading or portfolio analysis, so I may release some projects in the open source community soon.
  • voice computing - I wrote a book in voice computing and I've mentored 40+ fellows in voice computing through our innnovation fellows program.
  • web 3.0 - As a full-stack developer, I'm particularly excited about helping to build Web 3.0 at the intersection of voice computing, blockchain, NFTs, machine learning, gamification, virtual reality, and quantum computing.

To keep up with my ongoing research activities, check out my Google Scholar page here.

Schedule a time to chat @ https://jim.schwoebel.me

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sound_event_detection's Issues

Windows issues / did not test

label_files.py

Install dependencies. Created new environment and pip installed each one. Requirements.txt didn’t work for some reason. My guess is it hung up when it reached the couple that needed special installation instructions: PyAudio and PocketSphinx. PyAudio was installed with following link: https://stackoverflow.com/questions/54998028/how-do-i-install-pyaudio-on-python-3-7. Jim provided following link to get PocketSphinx going on Windows, but it appears to work fine without it https://stackoverflow.com/questions/18889268/setting-up-pocketsphinx-for-python-in-windows.
Line 205 in ‘label_files.py’: os.system('play %s'%(filename)) doesn’t appear to work with Windows. Command prompt returns some play error. Replaced with below to use in windows. File will then play in command prompt and annotation can take place.
import winsound #(should be native in Windows Python install)
print(filename)
winsound.PlaySound(filename, winsound.SND_FILENAME)
train_audioTPOT.py

Had issue with librosa_features.py: Error says librosa_feature.rmse(y)[0] (line 138) has no attribute rmse. Looing online, it says attribute changed to ‘rms’ instead of’ rmse’. Works after changing to ‘rms’.
When doing quick testing ran into some json file issues. Not exactly sure what happened, but during this test there were only 1 or 2 files in class target 2. I reran and tried to make even number for each class and it works fine.

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