How to study happily on station B?

B Standing is a treasure , Who knows

Sort out some learning resources suitable for Algorithm Engineers , Recommended collection ！

0、 Mathematical basis

• Up Lord ：3Blue1Brown Mathematical basis of ：https://space.bilibili.com/88461692. Using animation to narrate mathematics professional knowledge , Its video covers linear algebra 、 Differential and integral calculus 、 Topology and other fields , Each course is equipped with an intuitive and vivid animation demonstration , Help the audience deepen their understanding of mathematical concept theorem .
• Mathematical analysis ：https://www.bilibili.com/video/av8042121 Fudan Chen Jixiu's math analysis video course , common 214 speak .
• mathematical modeling ：www.bilibili.com/video/av8824879. Tsinghua University mathematics modeling open course , common 84 speak .
• statistical ：https://www.bilibili.com/video/av7199273. Khan college open class , Statistics covers everything . common 85 speak .

1、 Computer

1. Harvard open Courses 《 Computer science 》cs50 Basic knowledge of

2、 machine learning

• [ Chinese and English subtitles ] Wu Enda machine learning series , Authoritative courses
• Linxuantian machine learning cornerstone ( The national language )
• Machine learning techniques （ Lin Xuantian ）
• Li hongyi machine learning (2017)
• 【 machine learning 】【 Whiteboard derivation series 】【 Collection 1～23】
• Machine learning course 【 Strongly recommend 】
• ( Zhang Zhihua, Shanghai Jiaotong University ) Introduction to machine learning
• Scikit-learn (sklearn) Learn machine learning gracefully ( Don't worry about it Python course )
• Machine learning algorithm -2017 Zou Bo is up to date （Python edition ）
• machine learning - Whiteboard derivation series ( One )- The opening
• Stanford : Statistical Learning Stanford university ： Statistical learning
• 【 The most complete network 】2019 The latest machine learning and deep learning training camp in _ Zou Bo teaches
• 【 Stanford university 】 Wu enda machine learning CS229 Machine Learning by Andrew Ng

3、 Deep learning

• 【 Chinese and English subtitles 】 In depth study course of Wu Enda , Authoritative courses
  • The first lesson — Neural networks and deep learning
  • The second lesson — Improve deep neural networks ： Super parameter debugging 、 Regularization and optimization
  • The third class — Structured machine learning project
  • The fourth lesson — Convolutional neural networks
  • Lesson Five — Sequence model
• Deep learning framework Tensorflow Learning and application
• PyTorch Dynamic neural networks ( Don't worry about it Python teaching )
• Numpy & Pandas ( Don't worry about it Python Data processing tutorial )
• Reinforcement learning Reinforcement Learning ( Don't worry about it Python course )
• Matplotlib Python Painting course ( Don't worry about it Python)
• tensorflow2.0 Introduction and actual combat 2019 The most accessible course in
• Stanford 2017 season CS231n Deep visual recognition course video
• 【 Peking University, 】 AI practice ：Tensorflow note
• Keras Build neural networks quickly ( Don't worry about it Python course )
• Li Hongyi confronts the generative network (GAN) Mandarin Course (2018)
• Li Hongyi strengthens learning in depth ( The national language ) Course (2018)
• (2019) Stanford CS224n In depth study of natural language processing course by Chris Manning

4、Python

• [ Little turtle ] Basic learning Python
• Python course _600 Set Python From introduction to Mastery Course （ You can learn Chinese ）
• 2019 new Python introduction /Python self-taught /PYTHON3/Python From entry to mastery
• Python Programming From introduction to practice Demo video - Authorized by the publisher
• 【Python】 It's probably the most concise and wordless thing you've ever seen Python course
• 2019 Python course 400 Set Update from time to time ！
• Python Basic course ( Don't worry about it Python course )
• 【 Qianfeng education 】Python 900 Set （ You can get a job after studying /2019 edition ）
• python The whole development of the stack （ Entry to give up ）

5、C/C++

• 《 Hao bin C Language self study course 》
• 【 Zero basis to learn C++】 The second part of the zero basic learning programming series Mr. Xu Song from Laojiu school is the main speaker
• The work of black horse programmers |C++ Tutorial from 0 To 1 An introduction to programming , Learning programming is no longer difficult
• 【 Dr. monkey loves to lecture 】4 The hour is over 《C Language 》/ Don't go to school
• Tsinghua University C++ The full course （ The basic chapter ）
• C++ Quick start series - Little turtle
• The strongest in history C Basic course of language introduction , From rookie to expert , It can reach the enterprise level （1）
• 【 Weng Kai 】 Object oriented programming _C++（ Zhejiang University open class ）【 It's over 】
• [c/c++]C++ Basic video tutorial sweeping monk classic - Suitable for novice self-study + Spreading wisdom Podcast
• C++ Zero basic introduction to practical employment course | Spreading wisdom Podcast
• first-class C++ course

6、 Data analysis ：

• Python Data analysis and display ( Beijing University of Technology )：https://www.bilibili.com/video/av10101509 Beijing University of Technology MOOC Course , common 65 speak .
• Numpy & Pandas ：https://www.bilibili.com/video/av16378934 Don't worry about it Python Data processing tutorial , Main explanation Numpy、Pandas Use of two packages . common 18 speak .

7、 Reptiles ：

• Python Crawlers and information extraction ：https://www.bilibili.com/video/av9784617. Beijing University of Technology MOOC Course , common 65 speak .
• Python Crawler basic tutorial ：https://www.bilibili.com/video/av17920849 Mo fan product , The content is short and concise , common 13 speak .

8、 visualization ：

• Python Data visualization analysis ：https://www.bilibili.com/video/av6989413. Open classes in wheat Institute , common 31 speak .
• Matplotlib Python Painting course ：https://www.bilibili.com/video/av16378354.Python The course content of , common 19 speak .