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Andy Wang's Projects

costsensitive icon costsensitive

(Python, R) Cost-sensitive multiclass classification (Weighted-All-Pairs, Filter-Tree & others)

dsnd_term1 icon dsnd_term1

Contains files related to content and project of DSND

dsnd_term2 icon dsnd_term2

Contains files related to content and project of DSND Term 2

etc3550slides icon etc3550slides

Slides for a forecasting course based on "Forecasting: Principles and Practice"

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

imbalanced-data icon imbalanced-data

Notebook implementing techniques discussed in my blog post about imbalanced data.

microgrid icon microgrid

Optimization of Microgrid (Multi-Objective Optimization)

microgrid-ems-optimization icon microgrid-ems-optimization

This example walks through the process of developing an optimization routine that uses forecast pricing and loading conditions to optimally store/sell energy from a grid-scale battery system.

microgrids icon microgrids

Library of tools for the simulation and optimization of microgrids

ndsc icon ndsc

Singapore National Data Science Competition

pmdarima icon pmdarima

A package that brings R's beloved auto.arima to Python, making an even stronger case for why Python > R for data science.

python icon python

All Algorithms implemented in Python

tpot icon tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

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