Data-Science

Data Science courseworks, 2020 spring

HW1 Crawler

Crawl ETH transactions on blockchain.com.

HW2 Mining

Find frequent patterns using FP-growth.

HW3 Classification

In-class Kaggle contest, ranked 6/87.

HW4 Reinforcement learning

Solve LunarLander-v2 by using DQN, Double DQN.

HW5 Optimization

Implemented Differential Evolution, Composite Differential Evolution.

HW6 Deep Compression

Implemented Deep Compression and experimented it on AlexNet + CIFAR-10. Compressed the pretrained model by 142.616x, with 1.04% accuracy loss.