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tracyreuter/README.md

About Me

Above all, I am a tenacious problem-solver. [Truck stop waitress -> Princeton PhD.] With 10+ years of data science experience [AI, ML, NLP] I now support the health and wellbeing of 2+ million TimelyCare members. Although I enjoy data, my true passion is teaching. Mentees and colleagues commend my ability to blend technical precision with empathetic communication. Families literally let me shoot lasers into their babies’ brains – for science! – because I excel at clearly explaining complex ideas.

Highlights from my skillset include:

  • Programming: SQL, Python [pandas, numpy, scipy, scikit-learn, tensorflow, keras, statsforecast, nltk, spacy, matplotlib, seaborn, plotnine], R, Git, Bitbucket, AWS, Snowflake, Jira, Confluence

  • Machine Learning: feature engineering, dimensionality reduction [PCA], K-means clustering, regression, classification [KNN, SVM, Random Forest, XGBoost], neural networks [CNN, RNN]

  • Natural Language Processing [NLP]: speech-to-text, tokenization, embeddings, named entity recognition [NER], sentiment analysis, topic modeling, HuggingFace

Need an ice-breaker? Try asking me:

  • Why should I use positive reinforcement to shape team performance?
  • When should I use KNN instead of mean imputation?
  • How can I teach psychopharmacology via dodgeball?

Pinned Loading

  1. regression-hypothesis-testing regression-hypothesis-testing Public

    Test hypotheses for two diagnostic groups via regression

    R

  2. NLP-speech-to-text NLP-speech-to-text Public

    Convert speech to text using HuggingFace, comparing Wav2Vec2 versus OpenAI Whisper

    Jupyter Notebook

  3. time-series-anomaly-detection time-series-anomaly-detection Public

    Detect anomalies in time series data via permutation

    R

  4. time-series-visualization time-series-visualization Public

    Visualize time series data mean and standard error

    Jupyter Notebook

  5. diagnosis-prediction diagnosis-prediction Public

    Predict a binary outcome (diagnosis) via support vector machine

    Python

  6. ICD10-codes-XML-parser ICD10-codes-XML-parser Public

    Parse a XML file of ICD10 codes

    Jupyter Notebook