Daniel Loman

Daniel Loman

Albany, New York Metropolitan Area
921 followers 500+ connections

Activity

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Experience

  • Groq Graphic

    Groq

    Palo Alto, California, United States

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    Palo Alto, California, United States

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    Troy, New York, United States

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    Troy, New York

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    Albany, New York Area

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    San Francisco Bay Area

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    Phoenix, Arizona Area

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    Albany, New York Area

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    San Francisco Bay Area

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    Loudonville, New York

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    Santa Barbara, California

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    Loudonville, New York

Education

  • University of San Francisco Graphic
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    Activities and Societies: Physics Club, Pep Band

    Graduated with a B.S. in Physics from Siena College. Also minored in Mathematics and Computational Science.

Licenses & Certifications

Projects

  • Using Semantics for Sentiment Analysis

    Classified 25,000 movie reviews as positive or negative with an Area Under the ROC curve score of .96, placing us in the top 10% of the kaggle leaderboard. Used Bag of Words and Word2Vec models for feature engineering, and logistic regression and random forest in sklearn for machine learning.

    Other creators
    See project
  • Forecasting the 2015 Fantasy Baseball season

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    I use BeautifulSoup to scrape data from baseball-reference.com and then store in a mySQL database. I then use a linear regression in Python to project player statistics and compute their overall fantasy value for the 2015 season.

    See project
  • Predicting the 2015 NCAA Tournament

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    Created a machine learning model that predicts the win percentage of every possible matchup in the NCAA Tournament, and uses simulation to predict the probability each team has of advancing to each round. I use mySQL, Python and Pandas to preprocess data from kaggle.com and kenpom.com, BeautifulSoup to scrape data and sklearn to perform my bagged logistic regression model. Results are featured on my blog:

    https://greenandgoldanalytics.wordpress.com/2015/03/18/ncaa-tournament-2015-round-1/

    See project

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