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josephsdavid/README.md

👋 Hey, I'm David!

email Discord

About me

I am a machine learning engineer🚀, julia fan, and chess addict 🕵 .

Resume

Currently:

Sr. ML Engineer @Beacon Biosignals

  • Deep learning for various EEG markers, including: sleep staging, seizure detection, non-biological artifact detection

Previous affiliations and collaborations:

Sr. ML Engineer @tasq

  • Segmentation, anomaly detection, classification, and categorization of high frequency signals, at scale. Projects include:
    • Live anomaly detection and event categorization/identification stack
    • Optimization using sensor data, both naive historical and (CURRENT WORK) using reinforcement learning
    • Signal segmentation accurate enough to identify when sensors meant to detect segments are broken
    • Fast multidimensional pattern matching algorithm

Stanford AIMI: contrastive multimodal deep learning

NASA Goddard: Automated Spectroscopy, presented as a talk at ACM Astrochemical complexity conference in 2020

SMU: Masters, thesis on using attention on sEMG signals for smart prosthetics, published to ML4H 2020

Interests

  • Making one million half finished projects
  • Neovim
  • Linux
  • Chess
  • Unsupervised, self-supervised, and representation learning
  • High frequency time series and signals
  • Cooking
  • Self-sustainability
  • Mountain biking

Things I am excited about learning

  • Julia
  • Lua
  • Rust
  • Scientific computing
  • Bayesian stats

What I am reading

Misc

My profile statistics (click me!)

Dotfiles (click me!)

Neovim configuration

Linux dotfiles


profile views

Pinned

  1. autospec autospec Public

    Python 1 1

  2. dots dots Public

    Lua 4

  3. cord-19-tools cord-19-tools Public

    Tools for helping out with COVID-19 research

    Jupyter Notebook 28 7

  4. attentionsemg attentionsemg Public

    Python 14 4

  5. teachR teachR Public

    (Hopefully) instructional, reproducible R content

    R 12 10

  6. tswgewrapped tswgewrapped Public

    wrapper functions for tswge

    R 9 2