- Essence of linear algebra, [YouTube].
- Linear Algebra by Terence Tao (UCLA), [homepage].
- Linear Algebra Done Right (线性代数应该这样学), [book], [Chinese version book].
- Introduction to Linear Algebra (线性代数及其应用), [homepage], [book].
- Linear Algebra and Its Applications, [book], [Chinese version book].
- CS229: Machine Learning, Stanford University, [url].
- Multiple Kernel Learning Algorithms, [paper].
- Pattern Recognition and Machine Learning, [book], [Chinese version book], [solutions].
- Machine Learning: A Probabilistic Perspective, [book].
- 机器学习 (周志华), [Chinese version book].
- 统计学习方法 (李航), [Chinese version book].
- Data Mining: Practical Machine Learning Tools and Techniques, [book].
- Neural Networks for NLP, Carnegie Mellon University (CMU) CS 11-747, [url].
- CS231n: Convolutional Neural Networks for Visual Recognition, Stanford University, [url].
- CS224d: Deep Learning for Natural Language Processing, Stanford University, [url].
- CS6101: Deep Learning for NLP, National University of Singapore, [url].
- CS224n: Natural Language Processing with Deep Learning, Stanford University, [url], [YouTube], [Chinese notes].
- Unsupervised Feature Learning and Deep Learning (UFLDL) Tutorial, Stanford University, [url], [another url], [Chinese].
- Theories of Deep Learning (STATS 385), Stanford University, [url], [YouTube].
- Deep Learning Tutorial, 李宏毅 (Hung-yi Lee), [slides], [Hung-yi Lee homepage].
- Deep Learning Tutorial, LISA lab, University of Montreal, [docs].
- On the Origin of Deep Learning, [paper].
- Derivatives Backpropagation and Vectorization, [lecture notes].
- Deep Learning, [book], [Chinese version book], [homepage].
- Speech and Language Processing, [webside].
- Sentic Computing, [book].
- Handbook of Knowledge Representation, [book].
- Deep Learning for NLP without Magic, [slides].
- A Primer on Neural Network Models for Natural Language Processing, [book].
- University College London (UCL) Course on Reinforcement Learning (RL), [url].
- MIT 6.S099: Artificial General Intelligence, Massachusetts Institute of Technology, [url].
- fast.ai: Making neural nets uncool again, [url], [Ultimate guide to setting up a Google Cloud machine for fast.ai].
- Reinforcement Learning: An Introduction, [book].
- TensorFlow Machine Learning Cookbook, [book], sources: [nfmcclure/tensorflow_cookbook].
- TensorFlow技术解析与实战, [Chineve version book], sources: [greatgeekgrace/Technical-Analysis-And-Practice-in-TensorFlow].
- Python机器学习及实践, [Chinese version book], sources: [NobiGo/-MachineLearningStudy].
- Hands on Machine Learning with Scikit Learn and TensorFlow, [book], sources: [ageron/handson-ml].
- Python Machine Learning, [book], sources: [rasbt/python-machine-learning-book].
- Python for Data Analysis, [book], [Chinese version book], sources: [wesm/pydata-book].
- Fundamentals of Deep Learning, sources: [darksigma/Fundamentals-of-Deep-Learning-Book].
- Natural Language Processing with Python, [book].
- Java Deep Learning Essentials, sources: [PacktPublishing/Java-Deep-Learning-Essentials].
- Learning Spark: Lightning-Fast Data Analysis, sources: [databricks/learning-spark].
- Machine Learning with Spark, sources: [PacktPublishing/Machine-Learning-with-Spark], [PacktPublishing/Machine-Learning-with-Spark-Second-Edition].
- Advanced Analytics with Spark, sources: [sryza/aas].
- Java 8 in Action, [book], [Chinese version book], sources: [java8/Java8InAction].
- Java Cookbook 3rd Edition, [book].
- Coding Interview in Java, [book].
- Effective Java 3rd Edition, [book], sources: [jbloch/effective-java-3e-source-code].
- Scala Cookbook, [book].
- Programming in Scala 3rd Edition, [book].
- Scala in Depth, [book], sources: [jsuereth/scala-in-depth-source].
- Scala for the Impatient, [book].
- Python Cookbook 3rd Edition, [book], [Chinese Online Readings].
- 用Python写网络爬虫, [Chinese version book].
- Web Scraping with Python: Collecting Data from the Morden Web, [book], [book1].
- Core Python Application Programming 3rd Edition (Python核心编程第三版), [book], [Chinese version book].
- 简明Python教程, [Chinese version book].
- NLTK Essentials, [book].
- Writing Idiomatic Python, [book].
- 数据结构与算法-Python语言描述(裘宗燕), [Chinese version book].
- Learn Enough Git to Be Dangerous, [homepage].
- Algorithms Tutorialhorizon, [homepage].
- Git教程 (廖雪峰), [homepage].
- JavaScript教程 (廖雪峰), [homepage].
- Python教程 (廖雪峰), [homepage].
- 编程之法：面试和算法心得, [julycoding/The-Art-Of-Programming-By-July].
- BAT机器学习面试1000题系列, [url].
- Translate python documents to Chinese for convenient reference [url].