Encyclopedia of introduction to machine learning - 2018 "machine learning beginners" official account article summary

“ Beginners of machine learning ” Official account number 2018 year 9 It was opened by Dr. Huang haiguang , Since its opening , It has been widely praised by machine learning enthusiasts . stay 2019 The first working day of , take 2018 All articles published in are classified and summarized .

Machine learning resources

• ​ ​ Recommendation of conscience ： Introduction to machine learning materials summary and learning suggestions （2018 edition ）​​
• ​ ​ Dr. Huang Haiguang's github Image download （ Machine learning and deep learning resources ）​​
• ​ ​ Printed version of teacher Wu Enda's machine learning and in-depth learning course notes ​​
• ​ ​ Mr. wuenda's machine learning tutorial Chinese Notes - Online version ​​
• ​ ​Coursera Machine learning course code assignment -Python edition ​​
• ​ ​Deeplearning.ai In depth learning course notes - Online version ​​
• ​ ​ First episode ： Deep learning test questions in Chinese and English ​​
• ​ ​ Machine learning must-have classic -《 Statistical learning method 》 Of python Code implementation 、 E-books and courseware ​​
• ​ ​ Stanford machine learning course materials - Mr. Wu Enda is the keynote speaker （2008 edition ）​​
• ​ ​ Machine learning training secrets complete Chinese version download （ Teacher Wu Enda's new work ）​​
• ​ ​ First episode ： Introduction to deep learning -《python Deep learning 》 Original code Chinese annotation version and e-book ​​
• ​ ​ Highly recommended TensorFlow、Pytorch and Keras Sample resources for （ Beginners of deep learning must collect ）​​
• ​ ​ Machine learning notes -（ Understand machine learning like memorizing TOEFL words ）​​
• ​ ​ Another manuscript for beginners of deep learning -《 One day to learn deep learning （ Li Hongyi ）》（ Chinese mark ）​​
• ​ ​ some NLP Reference for getting started ​​
• ​ ​ Revolutionary improvement - The strongest in the universe NLP Preliminary training BERT Model （ The official code is attached ）​​
• ​ ​50 An optimal machine learning common data set ​​ 

Master of machine learning

• ​ ​ First episode ： Xu Yida's machine learning courseware and download （ Chinese catalog ）​​
• ​ ​ The treasure of machine learning - Notes of the teachers of the Chinese School ​​

Open source cases and solutions

• ​ ​ First episode ： Lin Xuantian, NTU 《 Building blocks of machine learning 》 Problem solving and implementation of series of course textbooks ​​
• ​ ​CTR Prediction series ：DeepCTR Based on deep learning CTR Model pack ​​
• ​ ​ Open source -BDCI2018 Intelligent package personalized matching model for the stock users in the telecom industry Top1 Solutions and code ​​
• ​ ​ Open source -BDCI2018 The first solution and code of supply chain demand forecasting model ​​
• ​ ​ Thinking about the application of marine big data （ Download attached information ）​​

Machine learning papers

• ​ ​ New paper recommendation ：Auto-Keras: Automatically search the network architecture and super parameters of the deep learning model ​​
• ​ ​ Machine learning new paper recommendation -（ Nonnegative matrix factorization of pairwise relation constraints ）​​ 

Hardware and environment configuration

• ​ ​Ubuntu 18.04 Deep learning environment configuration （CUDA9.0+CUDNN7.4+TensorFlow1.8）​​
• ​ ​ Deep learning host environment configuration : Win10+Nvidia GTX1080i+CUDA8.0+CUDDN6 ​​

Python Basics

• ​ ​ Study python Personal suggestions and materials for getting started ​​
• ​ ​ Two days Introduction Python Basics （ With code implementation ）​​
• ​ ​ After learning, you can solve 90% The above data analysis problems - utilize python Conduct data analysis Second Edition （ Code and Chinese Notes ）​​
• ​ ​python Basic drawing tools -matplotlib The basic use of learning ​​
• ​ ​ Suitable for beginners to get started quickly Numpy Complete works of actual combat ​​
• ​ ​python More advanced processes  ​​

Introduction to scientific research

• ​ ​ The mathematical basis of machine learning ​​
• ​ ​ Hematemesis recommended collection of dissertation typesetting tutorial （ Full version ）​​
• ​ ​ The artifact of scientific researchers -zotero Paper management tools ​​
• ​ ​ How to make video tutorial notes ​​
• ​ ​ Recommend an artifact for beginners to get rid of the entanglement of variable naming ​​
• ​ ​SQL How to get started with grammar ？（ Download attached information ）​​

Project cooperation

• ​ ​ Official account cooperation guide -- Add long-term reprinted accounts to each other with this website ​​
• ​ ​ A gift of rose , Fragrance in hand - We look forward to cooperating to update the public welfare project of machine learning  ​​

Outdated articles

Outdated materials refer to new articles that have covered the contents of old articles , There is no need to see it again .

• ​ ​ Introduction to machine learning - Recommended learning materials are attached ​​
• ​ ​ Machine learning beginners official account download resource summary （ One ）​​
• ​ ​ Entry benefits for deep learners -Keras Deep learning notes ​​
• ​ ​9 Monthly domestic big data event information - Jackpot 1500 ten thousand  ​​

gossip

• ​ ​ You're not fighting alone ！​​
• ​ ​ Mathematicians related to machine learning , How many do you know? ？​​
• ​ ​ You need life to spend the money you earn - High paid Internet practitioners need to pay more attention to their health ​​

 

  Summary and recommendations

This paper deals with “ Beginners of machine learning ” official account 2018 All articles in have been summarized , I hope it will be helpful to the majority of machine learning enthusiasts .

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