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1. ML-Review ML-Review Public

   This repository will be used to help me consolidate my knowledge regarding various ML Topics.

   Jupyter Notebook 2

2. Duke-Datathon-2019 Duke-Datathon-2019 Public

   🥇1st place out of 57 teams, which included 350 graduate and undergraduate students, in a 11.5-hour dataset challenge sprint. Provided two random forest classification models for Valassis to predict…

   Jupyter Notebook 1

3. K-Means-K-Median-Clustering K-Means-K-Median-Clustering Public

   Proved mathematical basis for cluster updates for k-means and k-medians clustering. Implemented code on mice locations, to optimize placement of K mouse traps.

   Jupyter Notebook 1

4. MLE MLE Public

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5. LS-SVM-on-Toy-Dataset LS-SVM-on-Toy-Dataset Public

   Implemented Least-Squares SVM on Toy Dataset by hand, comparing it to svm library. Then observing how change parameters affect training errors, test errors, and contour plots.

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6. Adaboost-on-House-Prices Adaboost-on-House-Prices Public

   Implement Adaboost by hand on house prices, using L2 loss. Then investigate variable importance and compare mean squared error of our model against linear regression and decision trees.

   Jupyter Notebook