DeepLearningNotes

DeapLearningNotes

(Other note from doctoral students "Machine Learning Hand-Push Notes") "Deep Learning" Hand-Push Notes~ Continuously updated Last updated: 2019/07/11

Update log

• 2020/01/02 * - Update deep learning symbols
• 2020/01/20 * - Updated the first chapter uploaded the picture
• 2020/02/03 * - Updated the second chapter uploaded the picture
• 2020/02/16 * - Updated the third chapter uploaded the picture
• 2020/02/25 * - Update Chapter 4
• 2020/03/04 * - Update Chapter 5
• 2020/04/01 * - Find a way to scan
• 2020/05/22 * - Uploading the picture successfully!
• 2020/05/22 * - Open download, open scanned pdf, see the author's profile at the end of the article

Table of Contents

Part 1 Basics of Machine Learning

• Chapter 1 Preface
• Chapter 2 Linear Algebra
• Chapter 3 Probability Theory
• Chapter 4 Numerical Calculation
• Chapter 5 Basics of Machine Learning

Part 2 Core Knowledge of Deep Neural Networks

• Chapter 6 Feedforward Neural Network
• Chapter 7 Regularization Method
• Chapter 8 Optimization Methods
• Chapter 9 Convolutional Neural Network
• Chapter 10 Recurrent Neural Network
• Chapter 11 Practical Experience
• Chapter 12 Deep Learning Application

Part 3 Frontier Research on Deep Learning

• Chapter 13 Linear Factor Model
• Chapter 14 Autoencoder
• Chapter 15: Indicates Study
• Chapter 16 Structured Probability Model
• Chapter 17 Monte Carlo Method
• Chapter 18: Allocation Function
• Chapter 19 Approximate Inference
• Chapter 20 Generate Model

Mathematical symbols

1	2	3	4

Chapter 1 Introduction

1	2	3	4
		--by Wang Bo Kings

Chapter 2 Linear Algebra

1	2	3	4
	--by Wang Bo Kings

Chapter 3 Probability Theory

1	2	3	4
			--by Wang Bo Kings

by [Computer Vision Alliance] Kings, Sophia

Author's other hand-push notes "Machine Learning hand-push notes"

Hand-push notes have been updated continuously, you can download and print them

[Computer Vision Alliance] Reply to [Deep Learning Hand-Turning Notes] to get Baidu Cloud PDF download link

Doctor's exchange

WeChat ID ( Kingsplus ) Notes: Unit/school + research direction, share the latest AI mind maps and notes

Notebook by: Wang Bo Introduction

985AI PhD, CSDN blog expert

The serialized series "Machine Learning" Watermelon Book Hand-push Notes

Completed notes to be updated: "Deep Learning - Huashu Hand-pushing Notes", "Unmanned Driving Notes", "SLAM Fourteen Lectures"

WeChat ID ( Kingsplus )