Machine learning & deep learning introduction information sharing summary

In recent years, with the development of computing power and data , Machine learning and deep learning are becoming more and more popular , The salary of relevant algorithm positions is also higher . As a graduate with a wide range of interests in machine learning , Combine your own engineering and interview experience , Here we recommend some related learning materials , I hope it can help you .

The programming language an algorithm engineer needs to master is python/C++, If you want to be an algorithm engineer , You can go to major recruitment websites to see the requirements of major manufacturers for Algorithm Engineers , This will help you plan for your future development . If you are not familiar with programming languages , It is recommended to master it first python, Then we can learn the next step .

《Python Programming - From introduction to practice , author : Eric Matthes
Douban score 9.1, Zhihu Lijian . This book is aimed at all levels Python For the reader Python Introductory book . There is a clear definition of the foundation , Each method has clear instructions and actual programming cases . Beginners are friendly .
about C++ Language recommendation C++ Primerx Plus, Classic good book , Recommendation of conscience .
It is recommended for getting started with machine learning “ Watermelon book ”,《 machine learning 》 By Zhou Zhihua

Classic introduction to machine learning , comprehensive , It covers most popular algorithms and models .

Online courses : Wu Enda machine learning and deep learning series
Address :
https://www.bilibili.com/video/av50747658?from=search&seid=15916164083830404326
https://www.bilibili.com/video/av66314465?from=search&seid=15916164083830404326
Friendly to novices , The rules are clear . Use examples to illustrate the relevant knowledge , Suggest watching .

Understand the relevant foundation , It is time to carry out the engineering practice of relevant codes , At present, the commonly used deep learning frameworks are :TensorFlow、Pytorch、Keras as well as Caffe. Here the author is concerned about Caffe Little is known , Therefore, only introductory books of the above three frameworks are recommended .
keras The amount of code is very small , The code structure is very clear , And it's pure Python Code , It's very readable , Compared with other frameworks, it is very easy to use , You can get started with actual examples and documents , Recommend here Keras A book written by my father .

Keras Chinese document : https://keras.io/zh/

《PyTorch Deep learning 》 Vishnu Subramanian Writing
PyTorch With its ease of learning 、 Efficiency and with Python Natural closeness of development , It has attracted the attention of deep learning researchers and data scientists . From the book PyTorch How to install , Then it introduces several basic modules that provide driving force for modern deep learning , The use of CNN、RNN、LSTM And other network model solutions . For the concept of multiple advanced deep learning architectures （ such as ResNet、DenseNet、Inception and Seq2Seq） It's explained , Each chapter is accompanied by a runnable code example . After learning this book , have access to PyTorch Easily develop deep learning applications .

TensorFlow Updated to 2.0 edition , be relative to 1.x There have been many changes in , However, most books are 1.x Version of . So here are some online resource recommendations .
Simple and rough introduction TensorFlow 2.0: https://zhuanlan.zhihu.com/p/85748069
TensorFlow 2.0 Entry notes : https://geektutu.com/post/tf2doc.html
In addition, I have two books to recommend :

《 Soft skills A survival guide beyond the code 》
A qualified and excellent programmer doesn't just need to write good code . The book describes the soft skills that programmers need to have from all aspects . Include : How to improve efficiency and productivity , How to learn systematically , How to self market , How to manage money and realize financial freedom , How to choose goals and companies . Programmer's Bible , Very recommended .

《 The finger of the sword Offer》
If you want to graduate and enter a big factory, you can get good Offer, I suggest reading this book , Including written examination and interview , At the same time, it is recommended to match LeetCode, Tear the code by hand and it's done ~
I hope this blog can be helpful to your study !