Some time ago, I chatted with a friend.
Let’s talk about some of the things I’ve been doing recently. The more interesting ones are:
He said that for many things, I had a lot of thoughts at the beginning, but usually there is too little time, so I want to take a break after work and don't want to move .
This may also be a problem faced by many people. There are many things that I want to try , but I find it very troublesome . Just think about it.
For a long time, I have become more and more anxious, because many roads in life need to be explored and tried by myself .
So it will cause the middle-aged crisis mentioned in the weekly report last week , so here is a term: self-control .
If there is no self-control and cannot be driven from the heart, many goals will be abandoned halfway .
Of course, there is a methodology for improving self-control . Everyone has different methods. Let me tell you about my method.
Take a more complex example. For example, I want to make a set of AI tutorials ** " a better experience" .
Then there will be two problems?
One is how to experience it well?
The second is how to make a tutorial?
Now that you know the problem, it's simple, open the document (Tencent documents are commonly used in Dabai).
Refine the solution ideas for each problem . Of course, it is more professional to use the 5W2H method. I won't say much here. If you are interested, you can Baidu by yourself.
1. How to experience it well?
(1) Collect all the artificial intelligence tutorials, text version and video version on the market for experience.
(2) Read the comments in each tutorial to see where you can improve.
2. How to make a tutorial?
(1) How to record a video? Such as hardware, software, etc.
(2) How to ensure that the recorded sound is good? Do you want to buy a headset?
(3) What software is used to record video?
(4) What tools are used to edit videos?
After the second refinement, the thinking becomes clearer and you have the answer in your mind .
For example, the second point in the sense of experience, you will find that some readers mentioned whether it is possible to add subtitles ?
This is very good, so it can be refined ?
Improvement: How to add subtitles?
(1) How to extract the audio in the video?
(2) How to automatically convert audio into subtitles?
(3) How to add subtitles to the edited video?
Of course, there are many questions and answers that can be detailed at each point. It may be summarized that there are 20 or 30 processes that you need to try.
At this point, if the self-control is not enough, you may give up after thinking about it, but how to improve the self-control ? Here are the important points .
In the morning, Dabai usually lists the daily work in detail , including work or chores, for example.
Wednesday work:
morning:
(1) ××××××
(2) ××××××
afternoon:
(1)××××××
(2)××××××
evening:
(1)×× ××××
(2)××××××
There may be a lot of scattered ones like this, but it doesn’t matter, do it one by one .
I added dozens of things detailed in the previous production video, and forced myself to overcome it a little bit .
If you can see the progress slowly and have positive feedback from yourself , you will become more and more motivated .
Of course, the above is just an example. If you want to do other things, the same principle applies, step by step, and solve step by step.
Over time, the mentality will become less impatient, knowing what you want? What should I do every day ?
For example, when reading this " Dabai AI Weekly ", how do you dig and refine the content you need? How to add to your own knowledge base, I believe everyone has their own methodology and answers .
For example, the essence of the AI weekly report released by Dabai will be summarized and sorted into the "Summary of Dabai AI Weekly Essence" , click to view , and which aspect of the project knowledge is needed in the later period can be directly read .
Dabai is also constantly collecting and updating the video sharing of the authors and working experience of each project algorithm, hoping to improve the efficiency of some exploration , click to view .
Finishing summary: Jiang Dabai
Content cycle: 2020.10.19-2020.10.26 Synchronous public account
: Jiang Dabai
table of Contents
1 Organize the list of public accounts involved
(1) I love computer vision
(2) Cver
(3) Datawhale
(4 ) Qubit (5) Jishi
platform
(6 ) Xinzhiyuan
(7) Heart of the Machine
(8) AI algorithm and image processing
(9) Opencv School
(10) PaperWeekly
(11) Machine Learning Algorithm Engineer
(12) AI Research Society
(13) GiantPandaCV
(14) AI Deep Learning Sight
(15) July Online Lab
(16) Artificial Intelligence Frontier Lecture
(17) AI Technology Review
(18) Machine learning algorithm and Python refinement
(19) AIZOO
(20) Microsoft researcher AI headline
(21) VALSE
(22) AI algorithm training camp
(23) There are three AI
(24) AlWalker
(25) AI park
(26) AI Artificial Intelligence Beginners
(27) The Road to Computer Vision
(28) Xiaobai Learns Vision
2 Summary of industry highlights
2.1 Basic knowledge
2.1.1 Deep learning related
(1) Graphic Transformer (full version)!
Link: https://mp.weixin.qq.com/s/cJqhESxTMy5cfj0EXh9s4w
(2) Replace CNN with Transformer?
Link: https://mp.weixin.qq.com/s/my1Zvriu9qTHF6AEzZEj2Q
2.1.2 Machine learning related
(1) Summary of common operations of LightGBM!
Link: https://mp.weixin.qq.com/s/YSDB6SSrU7xlzZ73PrjIAw
(2) 5 basic concepts, from statistics to machine learning
Link: https://mp.weixin.qq.com/s/1D9_VrBm-rXv1lC73RyMHQ
(3) Thoroughly understand the L1 and L2 regularization in machine learning
Link: https://mp.weixin.qq.com/s/_UEzFMl5KJ1QC9RjgH-oyA
2.2 Research direction
2.2.1 Target detection
(1) The artifact of the contest to brush the list! Multi-scale training and testing in target detection
Link: https://mp.weixin.qq.com/s/oTDXMfHCLiSVunExnf5suw
(2) The magical effect of YOLOv5: learn sign language to help the hearing impaired.
Link: https://mp.weixin. qq.com/s/D8vO1xUJiUTUDCxxwXnQUQ
2.2.2 3D vision inspection
(1) "3D Geometry and Visual Technology" Global Online Seminar Issue 6&7
Link: https://mp.weixin.qq.com/s/wi257elvClMD2nEhoganIA
(2) "3D Geometry and Visual Technology" Global Online Seminar eighth ~ Identifying objects and scenes in 3D
Link: https://mp.weixin.qq.com/s/focLnKVl3wGSKZFWw5OWzg
2.2.3 Anomaly detection
(1) Anomaly Detection Overview
Link: https://mp.weixin.qq.com/s/qF6FD-CY9wnbc3d08ufcPg
2.3 Project Application Section
2.3.1 Power system application
(1) Application of artificial intelligence in power system (PPT)
link: https://mp.weixin.qq.com/s/nAsQ8mh2q1NWuzKrD9a_Uw
2.3.2 X-ray inspection
(1) Tencent open source large-scale X-ray pre-training model and code|MICCAI 2020
link: https://mp.weixin.qq.com/s/jzKTkRbzGwQMFexIkw9icw
2.3.3 Road disease detection
(1) Open source software | Deep learning for road disease detection
Link: https://mp.weixin.qq.com/s/CD5bIsuEhpIV8vJVEijW9Q
2.3.4 Mathematical formula recognition
(1) Introduction to vision-based mathematical formula recognition algorithm
Link: https://mp.weixin.qq.com/s/NqwMgHN2J_X1n6s_A0iiiw
2.4 Opencv aspect
(1) The effect is very good | OpenVINO handwritten number recognition
link: https://mp.weixin.qq.com/s/MlI-slMsT9oIP4OpoSPRCw
(2) OpenCV-based gas pump scanner digital recognition system
link: https://mp .weixin.qq.com/s/Aa8bl-revis-RcGx8HItBw
(3) 10 open source Python OpenCV small projects, popular YouTube
links: https://mp.weixin.qq.com/s/Pe9jjWP2d-UBtNxhuwMJcQ
3 Summary of research & industry trends
3.1 Research trends
(1) Summary of deep learning training tricks (all supported by experiments)
link: https://mp.weixin.qq.com/s/plOPlIGJRCLV99-Ubbquxg
3.2 Industry News
(1) GAN's swan song: the anime character changes to a real person, Ronaldinho in "Flying House and Travels" actually looks like him...
Link: https://mp.weixin.qq.com/s/sQsRaSaCDaSVdeXvOKAmmQ
(2) PS 2021 integration AI new technology! It’s easier to use than Meitu Xiuxiu, just a few keystrokes to fix old photos, change makeup, and change painting style.
Link: https://mp.weixin.qq.com/s/vfWiWPuMAUF2sBIl4xjPCQ
(3) Tencent Youtu open source project panorama !
Link: https://mp.weixin.qq.com/s/VAw8ALWZq7-OrKZIt941wA
(4) Heavy! Li Feifei was selected into the National Academy of Medical Sciences, and she used AI to change medical care.
Link: https://mp.weixin.qq.com/s/3DGBIuJLdBZoLtA_CUcwJA
(5) Interview with Wu Jun: In the next 10 years, the development direction of AI is application and will not appear A major theoretical breakthrough
Link: https://mp.weixin.qq.com/s/a-FdtShZSjNZizpd7-xGrA
(6) Easily realize the special effects of "changing the sky"! This research can create something in the void, steal the sky and change the day.
Link: https://mp.weixin.qq.com/s/wxKfGDpdKzIKZudgunEydA
3.3 Further reading
(1) My path of growth: the boy who chased the champion!
Link: https://mp.weixin.qq.com/s/BP-CtvX_QZxqDqKPVdP6aQ
(2) Admitted to Tsinghua University at the age of 14, and Ph.D. 4th grade at the age of 22, Duke University Yang Huarui’s AI growth path
Link: https:/ /mp.weixin.qq.com/s/4h5K8IZoThTFXB8AlByCIA
(3) A five-year difficult graduation journey of a female doctorate
Link: https://mp.weixin.qq.com/s/AyhOFg0Uqk_jriI0Kk1T_g
4 Summary of the best articles
(1) ECCV 2020 Paper Inventory-Image and Video Retrieval
Link: https://mp.weixin.qq.com/s/LWWBkonwwwTQJxxDO6aHNw
(2) ECV2020 officially ends! The PRCV2020 Academic Conference and Jishi Technology Sub-forum gathered together with PPT materials from the speakers of the conference.
Link: https://mp.weixin.qq.com/s/VjSQmq35J2StC0qenl__Kg
5 Basic knowledge
(1) Summary of neural network knowledge topics!
Link: https://mp.weixin.qq.com/s/alHxqAQr0fopkycwule7Ow
(2) MySQL environment configuration and introduction!
Link: https://mp.weixin.qq.com/s/vxOd7sK2bFd23yOZCJFNag
