leicheng42/2020_Notes

A collection of notes regarding various topics. (Bash, PyTorch, Spark, etc.)

2020_Notes

This repository contains various scripts, jupyter notebooks, and other notes on topics that I find interesting. At the moment, this repository is NOT useful as an educational resource.

In the future, I plan on including a detailed list of the most useful learning path that I find. I am currently focusing most of my efforts on learning reinforcement learning methods.

Deep Learning (DL)

Courses

CS231n Convolutional Networks (Stanford)

• Notes

CS 6301 Convolutional Networks (UTD)

• Notes
• Homeworks
• Projects

FrameWork Tutorials

• PyTorch
• TensorFlow

Neural Network Implementations

Image Recognition

• ResNet MobileNetV2
• ResNeXt
• Wide ResNet

NLP

• RNN/Attention/NER

Training Optimization

• tflite/fit one cycle

Data Engineering

• Bash
• Spark/HIVE
• AWS
• Django

Machine Learning (ML)

• Decision Tree Implementation
• Gradient Boosting Notes
• Hidden Markov Models
• KMeans

Reinforcement Learning (RL)

• Policy Gradients

Huck, get out of my repo!