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Bill Kapsalis's Projects

a-b_testing icon a-b_testing

Does setting 'clear expectations' reducing the number of students leaving the free trial.

exploratory_data_analysis_of_bank_loan_data icon exploratory_data_analysis_of_bank_loan_data

Must see README.md. Explores date about loans made by a bank from 2006 to 2014. Exploration revealed profit and loss by loan origination date, credit score, effect of 2008 market crash and possible fraudulent loans.

mern icon mern

MERN mongo deployed on Heroku

vehicle_detection_from_video_images icon vehicle_detection_from_video_images

Must see README.md. Here I used HOG, Spatial Bins and Color Histogram to create a features used to predict if a small section or window of a video image contained an image of a car. Many setting were attempted with each function. A linearSVC classifier was used. It predicted true positives but also produced many false negatives and false positives. Finally a heat map was used the determine where the cars where.

vehicledetection_lanelinedetection icon vehicledetection_lanelinedetection

Here I used HOG, Spatial Bins and Color Histogram to create a features used to predict if a small section or window of a video image contained an image of a car. Many setting were attempted with each function. A linearSVC classifier was used. It predicted true positives but also produced many false negatives and false positives. Finally a heat map was used the determine where the cars where.

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