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DataScience Projects

All My Published Projects

Fork the entire repository for access to all projects with command

git clone https://github.com/mevanoff24/DataScience.git

Description of Repository

This is a place to put all of my custom Data Science Projects. From Kaggle Competions to Personal Projects

San Francisco Crime Classification

Perform exploratory data analysis and predict the category of crime that occurred in the city by the bay.

  • Python, Advanced EDA, Advanced Machine Learning, Stats, Ensemble Learning, Data Mining, Feature Extraction, Scikit-learn, Pandas, Numpy

Deep Learning

Sentiment Analysis using a deep convolutional neural network with Tensorflow on movie review data

  • Tensorflow, numpy, sklearn, pandas

Geodemographic Segmentation Analysis

We are having a problem with customers leaving our bank. We need to find out why. Determine which factors influence customer churn.

  • Python, Bayesian Inference, Stats, Custom A/B Tests, Data Mining, Modeling

NYC Subway

Analyizing NYC Subway data taken in May, 2011. Answeing the question: Do more people ride the subway when it is raining versus when it is not raining?

  • R and Python, Statistical Tests, Linear Regression, Data Visualization, Data Wrangling, Predictions, Feature Selection, D3

Twitter Sentiment Analysis

Built an ensemble Sentiment Analysis tool which classifies tweets as positive or negative using the Twitter REST API. Live updating real time graph of the current sentiment trend.

  • Python, NLTK, Sklearn, Ensemble Voting, Twitter API, Real Time Analysis, Live Updating Graph

MovieRecommendation

Scalable Item-based collaboritve filter algorithm computing similarity between movies using Big Data. Recommed movies based on previous watched movies.

  • Apache Spark, Big Data, Python, MLLib, ALS

Enron

Flag individuals at Enron who look like they should be persons of interest in the Federal fraud investigation that resulted when the company went bankrupt.

  • Python, Sklearn, Machine Learning, Feature Extraction, Pandas, Classification Metrics, Model Tuning

Stock Analysis

Handmade Stock Analysis plot. With Matplotlib create the typical stock analysis plot with candlestick, rolling means, MACD, RSI, and Volume plots.

  • Python, Plotting, Advanced Matplotlib, Pandas IO, Numpy, Custom Visulization

Sabermetrics

Created the perfect team using data manipulation and predicted how many games the newly formed team wins under a set salary cap

  • Python, Data Wrangling, Pandas, Numpy, Visualizations

Predicting Playoff Teams

Exploratory Data Analysis to predict statistics which influence playoff appearances and wins using Lahman’s Baseball Database and implementing Machine Learning

  • R, Exploratory Data Analysis, Data Visualization, Predictive Analytics

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