Material-Sharing

书单共享、罗列分类

AI

• Python code for Artificial Intelligence: Foundations of Computational Agents

AutoML

• Automated Machine Learning(Book)
• Automated Machine Learning(Paper)
• Hands-On Automated Machine Learning

BigData

• Big Data in Pratice
• Big Data Analytics: A Hands-On Approach

DataAnalysis

• Handbook of Data Visualization
• Python for Data Analysis_2nd Edition
• Think Stats Exploratory Data Analysis (EDA) in Python_2nd Version

DataMining

• Techniques (Tricks) for Data Mining Competitions

GNN

• Graph Neural Networks: A Review of Methods and Applications(Paper)

Kaggle竞赛

• GitHub 干货 | 各大数据竞赛 Top 解决方案开源汇总

LeetCode

• Algorithm Visulaizer: https://github.com/algorithm-visualizer/algorithm-visualizer(GitHub)

PaperWriting

• How to write a great research paper？

Programming

• Linear and Nonlinear Programming

PyTorch

• Neural Network Programming: Deep Learning with PyTorch(提取码：8bv4)

Robotics

• Artificial Intelligence for Robotics

TensorFlow

• Machine Learning with TensorFlow
• Hands On Machine Learning with Scikit-Learn and TensorFlow
• Hands On Machine Learning with Scikit-Learn and TensorFlow__2nd Version

机器学习

• 机器学习_西瓜书
• 美团机器学习实践
• 机器学习完整路线图
• 机器学习与应用__雷明
• Machine-Learning_Tom-Mitchell
• Foundation of Machine Learning
• 百面机器学习 算法工程师带你去面试
• The Hundred Pages Machine Learning
• 南瓜书Pumpkin-Book https://github.com/datawhalechina/pumpkin-book

计算机视觉

• 有三AI 视觉算法工程师成长指导手册
• Computer vision: models, learning and inference

模仿学习

• New Frontiers in Imitation Learning
• ICML 2018 Imitation Learning Tutorial

模式识别

• Pattern Recognition and Machine Learning

强化学习

• Reinforcement Learning: An Introduction Second Edition

设计模式

• 大话设计模式

深度学习

• 动手学深度学习
• Deep Learning中英版
• Deep Learning with Python中英版
• Hands-On Machine Learning with Scikit-Learn and TensorFlow(OReilly Book)
• Machine Learning and Deep Learning with Python, Scikit-learn and TensorFlow

数据结构与算法

• 数据结构与算法基础 - 王卓：https://www.bilibili.com/read/cv2306631(哔哩哔哩)

数据科学

• 数据科学家修炼之道
• Want to Become a Data Engineer Let's learn！

数理统计

• 数理统计学简史

数学建模

• 研究生数学建模竞赛优秀论文(2004~2015)

数学之美

• 数学之美__吴军
• 机器学习中数学基础

算法面试

• 剑指offer
• 算法导论中英版
• 程序员代码面试指南
• Google校招真题&&面经

特征工程

• Feature Engineering
• Techniques (Tricks) for Data Mining Competitions

统计学基础

• 李航__统计学习方法第一版
• 李航__统计学习方法第二版

凸优化

• 凸优化课件
• 凸优化__中文笔记
• Convex Optimization Slides
• Convex Optimization Solutions

持续更新......