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Pat Larkin

Project Manager | Data Scientist | Research Consultant

I'm a driven culture captain: a teamwork oriented leader who strives to improve everything he can. I’m well equipped to overcome obstacles with my background in data science and over 5 years experience in research management consulting. I focus on leading teams to overcome problems in my passion areas: biotech, scientific research, and finance.

Are You Prone To A Stroke?

Using patient health data (BMI, hypertension, avg glucose, etc.) potential stroke victims were identified with a high degree of accuracy and sensitivity.

Techniques Used: Classification, OverSampling, UnderSampling, SMOTE, RandomizedSearchCV

Models: Decision Tree, Support Vector Machine, ExtraTrees

Predicting the S&P 500 from Daily News Sentiment

With greater than 50% accuracy, the S&P 500 price was predicted using sentiment analysis on business articles, coupled with other natural language processing (NLP) techniques.

Techniques used: Classification, NLP, Sentiment Analysis, CountVectorizer

Top Models: TFIDF with Multinomial Bayes, Long Short Term Memory (LSTM) neural network

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