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Tim Yee's Projects

bad-movies icon bad-movies

A practice tool designed to cover the fundamentals of fullstack application development

cnn_mnist_benchmark icon cnn_mnist_benchmark

Conduct a CPU/GPU overclock experiment with MNIST dataset. What performance improvements does overclocking a CPU/GPU yield if any? I answer this in my blog post and jupyter notebook.

docker101-demo icon docker101-demo

A simple repo to help demonstrate the building-blocks of Docker.

flashion icon flashion

Flashion is an modern e-commerce website built using React and Redux

human-activity-detection-case-study icon human-activity-detection-case-study

Case Study - Achieved 95%+ accuracy through hyper parameter tuning of a LSTM on sequence classification. Objective: find the optimal hyper parameters such that it performs close to human level feature engineering combined with traditional machine learning models. Hyper parameters: BatchNormalization, Dropout, Dense Depth/Width, LSTM Depth/Width

microsoft-malware-prediction icon microsoft-malware-prediction

Microsoft Malware Prediction on Kaggle. Large Tabular Dataset, Binary Classification, AUC metric, Categorical data, Continuous Numerical Data, Train/Test distribution differences

momentus icon momentus

personalized stock ticker lookup & tracker

python-geopandas-workshop icon python-geopandas-workshop

In this workshop you will learn about pandas and geopandas by exploring UK Crime Data in a Jupyter notebook

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