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crsanderford/README.md

Connor Sanderford

bioengineering and math student @ SBHSE, SoMSS, ASU

ML for spatial transcriptomics and magnetic resonance spectroscopy @ BioProtean Labs

python for inverse problems with Mirjeta Pasha

💡 Currently interested in:

  • Matrix factorization and factorization machines, especially in the context of domains outside recommender systems.
  • Strategies for high-dimensional, sparse data.
  • L1-norm optimization and regularization.
  • Functional programming for ML.

🛠️ Languages, libraries and tools:

  • Python
    • Pandas
    • numPy
    • scikit-learn
    • spaCy and NLTK
    • LIME
    • Flask
    • Streamlit
    • Matplotlib, Seaborn, Plotly, Altair
    • PyTorch
  • SQL
    • SQLite
    • Microsoft SQL Server
    • PostgreSQL and psycopg2
    • SQLAlchemy
  • AWS
    • AWS Elastic Beanstalk
    • AWS RDS
    • AWS Sagemaker
  • Docker
  • MATLAB
  • F#

📚 Blogposts:

🔗 Deployed projects:

  • YelpSense - sentiment analysis of Yelp's Academic Dataset using fine-tuned BERT models.
  • Animal Spirits - a sentiment model deployed on Heroku, serving current and historical sentiment information about bitcoin tweets.

🤙 Contact me:

Pinned

  1. Animal-Spirits-Streamlit Animal-Spirits-Streamlit Public

    Bitcoin sentiment analysis dashboard using Streamlit

    Python

  2. smoothlife smoothlife Public

    an implementation of smoothlife, a generalization of Conway's Game of Life over a continuous domain.

    Python 1

  3. labs-yelp-api labs-yelp-api Public

    API for Yelp ML analysis

    Python

  4. apm-598-inverse-problems apm-598-inverse-problems Public

    python stuff for inverse problems

    Jupyter Notebook