Zhihui Xie's repositories
DATA_SCIENCE_IN_BIOLOGY
projects using galaxy, python, linux command line to analyze sequencing data
Data-Analysis-and-Machine-Learning-Projects
Repository of teaching materials, code, and data for my data analysis and machine learning projects.
breeze
Breeze is a numerical processing library for Scala.
CapsNet-Keras
A Keras implementation of CapsNet in NIPS2017 paper "Dynamic Routing Between Capsules". Now test error = 0.34%.
chat-gpt-jupyter-extension
A browser extension that lets you chat with ChatGPT from any local Jupyter notebook.
ChatGPT
Reverse engineered ChatGPT API
coursera-dl
Script for downloading Coursera.org videos and naming them.
data-science-process-management
Resources for Data Science Process management
Deep-Learning-TensorFlow
Ready to use implementations of various Deep Learning algorithms using TensorFlow.
deep-learning-with-python-notebooks
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
keras
Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.
LightGBM
A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.
llama.cpp
Port of Facebook's LLaMA model in C/C++
mit-deep-learning-book-pdf
MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville
pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
pystan
PyStan, the Python interface to Stan
pytorch-Deep-Learning
Deep Learning (with PyTorch)
Q-learning-Tic-Tac-Toe
Reinforcement learning of the game of Tic Tac Toe in Python
reinforcement-learning-an-introduction
Python implementation of Reinforcement Learning: An Introduction
shap
Explain the output of any machine learning model using expectations and Shapley values.
Tensorflow-Project-Template
A best practice for tensorflow project template architecture.
tensorflow-workshop
This repo contains materials for use in a TensorFlow workshop.
toxic
Toxic Comment Classification Challenge
zhusuan
A Library for Bayesian Deep Learning, Generative Models, Based on Tensorflow