Machine learning
Overview
Algorithms
- CamDavidsonPilon/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 ;)
- 机器学习算法集锦：从贝叶斯到深度学习及各自优缺点
Machine Learning Frameworks
Deep Learning
- Deep Learning Book Chinese Translation
- How to learn Deep Learning in 6 months – Towards Data Science
- 听说你想了解人工智能？这篇文章教你从零基础成为深度学习高手【附报告下载】
Pedestrian Detection
- CMU-Perceptual-Computing-Lab/openpose: OpenPose: A Real-Time Multi-Person Keypoint Detection And Multi-Threading C++ Library
- High Performance Pedestrian Detection On TEGRA X1
- Pedestrian Detection: An Evaluation of the State of the Art
Pornographic Detection
- Open Sourcing a Deep Learning Solution for Detecting NSFW Images
- yahoo/open_nsfw
- ryanjay0/miles-deep
- alexkimxyz/nsfw_data_scrapper: Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier
Deep Learning Frameworks
Docker
Resources
- josephmisiti/awesome-machine-learning: A curated list of awesome Machine Learning frameworks, libraries and software.
- 图解机器学习
- 机器学习笔记
- kailashahirwar/cheatsheets-ai: Essential Cheat Sheets for deep learning and machine learning researchers
- RedditSota/state-of-the-art-result-for-machine-learning-problems
- KeKe-Li/tutorial: Algorithms Tutorial
- jacobeisenstein/gt-nlp-class: Course materials for Georgia Tech CS 4650 and 7650, “Natural Language”
- Teaching - CS 229
- Hung-yi Lee - Machine Learning 2020