Chapter one ： Sense of trust

The epidemic in Wuxi suddenly became serious last week , The company was suspended from work on Wednesday , Can only work at home .

Can't , It's the summer vacation for the children at home , You can only work in the empty house in the next community during the day , One busy day .

On the one hand, deal with all kinds of things at work , On the other hand, we are also considering , What should be done , It will be helpful to different friends in the industry .

I have tried many Internet projects in my spare time , Deep understanding , The most valuable thing on the Internet is a sense of trust .

And solve the sense of trust , The most important thing is to constantly create products , Constantly solve problems for users .

So I have done it in the past two years 31 Class video 、 Algorithm Post Secret script 、 Data sets 、 Website , The official account has also been changed from the previous week to the day , Created thousands of free wechat groups , And the internal community of hundreds of people .

It has also been recognized and trusted by some users , Many users, whether on the project 、 Or problems encountered at work , Will consult Dawei .

Of course, such a process , It is more tedious and time-consuming , There are also many friends and white said , They feel that it's torture to help others one by one .

But trust is built little by little , I've always believed in , Every effort on the right path , There will be gains .

More links have been established , It will also meet the needs of receiving various projects . There were also two fans last week , It happens to be the demand of image class , There are also more than a million dollars .

When talking about why they found me , One of the fans' answers touched me .

Now I feel more and more ,2 Years ago, I began to try the road of we media , It's very right ,30 Before age , After master's degree , You can focus on a certain industry first , Deeply understand the technical background of the industry .

And in the 30 After the age of , Then we should jump out of a single technical dimension , From business 、 Consider from the perspective of entrepreneurship , How to help others solve problems , The bigger the problem , The more you can harvest .

Chapter 2 ： Snail

At school , Many people may be pretentious . But when I went to work for many years , With a family , You have children , When parents grow old , To understand , I'm just an ordinary person .

Our generation has a relatively comfortable life , It is based on the efforts of parents . And whether the next generation can have a better life , It is based on whether we can break through .

But no prominent family background , Work hard in society , The only thing you can do , Just slowly 、 Climb up step by step .

Constantly challenge yourself at work , Give yourself a goal every year . And spare time , Nor waste , Make good use of the ten years of hard work when you were young .

In recent spare time , On the one hand, I'm doing AI Applet , It can provide job recruitment in the industry 、AI product & The company publicizes 、 Project consultation 、 Skill selling 、 Project Co research and other services .

On the other hand , Also studying Yolov7, Preparing to write about Yolov7 A series of articles with tens of thousands of words .

Each item takes a lot of time , such as AI The applet has found several artists , Sorted out a lot of information .

For some of the details, the art is not clear , Then I teach myself ink knife , First design a prototype of more than 40 pages , Then let the art work correspond to the design .

Although it is difficult and troublesome , But because of embarrassment , To do something more valuable , I also hope that every reader , Can constantly challenge themselves , Don't immerse yourself in the comfort zone .

I remember a proverb that says very well , The best time to plant a tree , One is 10 Years ago , One is now .

Previous weekly report , The great white society collages the essence of the week. , Put it in order 《 Great white AI Weekly Digest 》 in , Click to view .

What kind of project knowledge do you need in the later stage , You can go straight to Corresponding reading .

Dabai is there, too Continuously collect updates Video sharing of algorithm authors and professional experience of various projects , I hope you can improve Efficiency of exploration , Click to see .

Organize and summarize ： Jiang Dabai
Content cycle ：2022.7.4-2022.7.10
Synchronization official account ： Jiang Dabai

1 Sorting out official account list

（1） I love computer vision
（2）Cver
（3）Datawhale
（4） qubits
（5） Polar market platform
（6） The new intellectual yuan
（7） Almost Human
（8）AI Algorithm and image processing
（9）Opencv School
（10）PaperWeekly
（11） Machine learning algorithm engineer
（12）AI Workshop
（13）GiantPandaCV
（14）AI Deep learning vision
（15） Online lab in July
（16） Lectures on the frontiers of artificial intelligence
（17）AI Technology Review
（18） Machine learning algorithm and Python Intensive research
（19）AIZOO
（20） Microsoft researcher AI headlines
（21）VALSE
（22）AI Algorithm training camp
（23） There are three AI
（24）AlWalker
（25）AI park
（26）AI AI beginners
（27） The way of computer vision
（28） Xiaobai studies vision
（29）HyperAI Supernerve
（30） Intellectual book boy
（31） Computer vision life
（32）CV circle

2 Summary of industry essays

2.1 Basic knowledge

2.1.1 Deep learning is related to

（1） The most comprehensive visual tool for in-depth learning and training process （ attach github Source code ）
link ：https://mp.weixin.qq.com/s/PnV_K7vC4OgRwuanAUGxdw
（2） In simple terms, the pruning algorithm of model compression
link ：https://mp.weixin.qq.com/s/OCF1AaaiGHjKulJ8uzfwKA

2.2 Research direction

2.2.1 object detection

（1）HOG Feature interpretation and pedestrian detection
link ：https://mp.weixin.qq.com/s/V6ca-SSXfOJBCLPfDT2mhA
（2）Yolov7： The latest and fastest real-time detection framework , The most detailed analysis and explanation （ With source code ）
link ：https://mp.weixin.qq.com/s/Ec3aM3KCxg5TjcMpG48viQ
（3） New ideas for model deployment ： The algorithm model is accurate for surgical operation
link ：https://mp.weixin.qq.com/s/dTz7SoFP-09Xv3nme2-EYg
（4） Explain profound theories in simple language Yolov6 Disassemble the details of network structure
link ：https://mp.weixin.qq.com/s/yjsK5Fb0pW1NShHrfGNbsQ
（5） attention RPN Fusion with multi relation detector , Small sample target detection algorithm （ With source code and data set download ）
link ：https://mp.weixin.qq.com/s/cs1cVZ-23nSFwgbQFeydLg

2.2.2 Image segmentation

（1） A model that can do three segmentation tasks at the same time , Better performance and efficiency than MaskFormer！Meta&UIUC Propose a general segmentation model , Performance is better than task specific models ！ Open source ！
link ：https://mp.weixin.qq.com/s/mX-sPpIXcQyHjvc2jPXE8g

2.2.3 Motion detection

（1）MS-TCT：Inria&SBU Propose multi-scale time for motion detection Transformer, effect SOTA！ Open source ！（CVPR2022）
link ：https://mp.weixin.qq.com/s/GzRFZ8qjGXUZYBIK_J91ag

2.2.4 Face 3D modeling

（1） from 1 Hours to 3.5 minute ,Meta The new algorithm is done with a mobile phone 3D Face data collection , Can be used for VR That kind of
link ：https://mp.weixin.qq.com/s/7JGjrQ5iy43hbaACf-Oyvw

2.2.5 Self supervised learning

（1）ECCV2022｜ Tencent Youtu open source DisCo： The effect of saving small models in self supervised learning
link ：https://mp.weixin.qq.com/s/oh1XZ-cxV38aS7MPLTrdYg

2.2.6 Image enhancement

（1）IAT： Complete dark light enhancement in real time , Ultra lightweight exposure correction Transformer The Internet
link ：https://mp.weixin.qq.com/s/SRWp2c39HTeMNE5OgLbJsg

2.2.7 Attitude estimation

（1） Ten thousand words long text , Teach you posture estimation model lightweight hand in hand
link ：https://mp.weixin.qq.com/s/fePNpFilP01YLDfkec8iIw

2.2.8 Target tracking

（1）BoT-SORT Multi target tracking algorithm , Precision transcendence DeepSORT and ByteTrack！
link ：https://mp.weixin.qq.com/s/c0rnl9AsHq_4cXB7gUWbTQ

3 industry & Expand reading dynamics

3.1 Industry trends

（1）LSTM My father bombarded LeCun New papers 「 rehash 」！ Send a long article to enumerate the evidence …
link ：https://mp.weixin.qq.com/s/Qwda3vuYwxDt_jsabAWhLg
（2） cut off ImageNet 20% Data volume , Model performance does not degrade ！ Stanford and Meta Put forward ： Use knowledge distillation to slim down data sets
link ：https://mp.weixin.qq.com/s/TZKv9kVwZ1OUcwi9cdHGXg
（3） Bytes to beat AI Lab Director Li Hang ： The past of language models 、 Present and future
link ：https://mp.weixin.qq.com/s/N2cJwk5luY4xqMZlo7hUZQ

3.2 Expanding reading

（1） What is the difference between statistics and machine learning ？
link ：https://mp.weixin.qq.com/s/gUJIddpounyBvCw6XndMiA
（2）AI To make the distribution of wealth more equitable than people ？ come from DeepMind Research on multiplayer game of
link ：https://mp.weixin.qq.com/s/6Cf6EM2EOVvHtIZAMp6L5g
（3） Nor can it be sold to China ！ The United States unreasonably pressured the Netherlands ASML, Domestic chips have been suppressed again
link ：https://mp.weixin.qq.com/s/THRzZwdaURb1o0zwLD_Qmw
（4）“ liver ” The three-year work of the algorithm is repeated ： I face the project / Solutions to business problems
link ：https://mp.weixin.qq.com/s/XTKEMOpl3jzE21hdC-QnBQ
（5）Yann LeCun Deep learning open class 4 Ten thousand word notes ,125 All the dry goods are here
link ：https://mp.weixin.qq.com/s/AvFGUM_MQa85BlCwLd7xqA
（6） True love, ！33 Year old billionaires throw 33 Billion , Give a gift to Stanford girlfriend 150 Human Research Institute
link ：https://mp.weixin.qq.com/s/nihrH2PR6lOVryy0gPQ7-A
（7） In adult movies 17 Posture recognition ？ Boss online help ： The training set is not enough ！
link ：https://mp.weixin.qq.com/s/QspT4d4ewaNwEjL2Ecwyeg
（8） industrial circle AI Summary and thinking of project landing methodology
link ：https://mp.weixin.qq.com/s/0QQ5sBfzFUhAyPO_UxZ-3Q
（9） Doctoral degree , Huawei induction 22 Years of career insights
link ：https://mp.weixin.qq.com/s/4u-cSk2oywIUmrVtjpBcbw

4 Basic knowledge of

（1）AOI Basic principle and equipment composition of detection
link ：https://mp.weixin.qq.com/s/J4auFZae3c2so5JoFy2J6A
（2） Use edge detection to calculate the object area （ Source code included ）
link ：https://mp.weixin.qq.com/s/0wmv2fKImDyt-Crg-m6x9A

5 Martial arts script

（1） Martial arts script | Microsoft algorithm job search must see the secret
link ：https://mp.weixin.qq.com/s/bfpelApBBgD5XAvteccUPw