Map of Artificial Intelligence

  Рет қаралды 3,427

Maxime Kawawa-Beaudan

Maxime Kawawa-Beaudan

Күн бұрын

Breaking down the field of artificial intelligence. AI has exploded in popularity since the release of ChatGPT -- but many people are unaware of the field's breadth and scope. This video presents and explains each of the subfields of AI, providing a comprehensive map of the discipline.
00:00 Introduction
00:37 Fundamental Maths
00:52 Linear Algebra
03:15 Vector Calculus
05:21 Probability Theory
06:05 Methods
06:26 Optimization
07:18 Machine Learning
08:15 Supervised Learning
08:37 Unsupervised Learning
09:03 Reinforcement Learning
10:13 Deep Learning
11:11 Applications
11:44 Computer Vision
12:12 Natural Language Processing
12:34 Robotics
13:08 Computational Biology
13:34 Recommender Systems
13:55 Completed Map
ABOUT ME:
My name is Maxime and I’m an AI researcher. I studied at the intersection of AI and robotics for both my bachelor’s and master’s degrees at the University of California, Berkeley. I’m currently a research scientist in industry, and I was formerly at Berkeley Artificial Intelligence Research, one of the world’s foremost AI research groups.
I’ve worked on robotics, automated skin cancer detection, neural-network-based image compression, and human behavioral modeling.

Пікірлер: 42
@scottymccrae
@scottymccrae 10 ай бұрын
loved this video, especially all the illustrations! 5:00 i know it's a simplification, but if we can turn the knob to make things better, then why don't we automatically get super-human performance on all tasks?
@maximejkb
@maximejkb 10 ай бұрын
Thanks Scott! For anyone who's not Scott who's reading this, Scott is my good friend who went to Berkeley, also studied AI, and was in the same AI research lab as me! The question he's asking makes a really good point: AI systems don't become perfect just by following this error-reducing method because 1) our algorithms are imperfect and 2) our data is imperfect. re: 1) our error function, or "loss," is often bumpy and full of hills and valleys. Sometimes it has deep wells, where algorithms get stuck because the error is higher all around them. But these deep wells can prevent the algorithms from finding even lower error states somewhere else in the landscape. We call those local minima. re: 2) our error function is always just an estimate of the true error function -- it's the average error that we measure over the data we've collected. As our dataset gets larger, our estimate gets closer to the real, unknowable error function -- but it can never be perfect. Scott, curious to hear what you would add to this!
@scottymccrae
@scottymccrae 10 ай бұрын
@@maximejkb yeah that's pretty much what i had in mind! just thought it would be good to point out the caveat that we can't solve everything with optimization/learning out of the box -- and that "solving" in the optimization often isn't the same as "solving" a real world problem. 1 and 2 are both big areas of work, and ppl go to great lengths to make sure the data you learn over is representative of the real world. so that might mean making sure your cat/dog classifier isn't learning off of 99% dog images, since then it could get 99% accuracy by saying "dog" every time.
@maximejkb
@maximejkb 10 ай бұрын
Thanks everyone for watching - hope this was useful! Let me know what you think in the comments!
@fire17102
@fire17102 8 ай бұрын
@maximejkb really liking this channel! Where you at max ?
@jakehargrov3
@jakehargrov3 10 ай бұрын
As an AI Researcher who watches a lot of KZfaq videos about AI, I must say I’m highly impressed by the clarity and quality of this video.
@maximejkb
@maximejkb 10 ай бұрын
Let’s go! Appreciate that!
@ErfanAzad-od3th
@ErfanAzad-od3th 27 күн бұрын
This video deserves to have a lot more views. Your explanation is clear, straightforward, organised, and brilliant. I look forward to your future uploads man.
@mandalmandal7219
@mandalmandal7219 6 ай бұрын
Great Video!
@misterdenko9164
@misterdenko9164 7 ай бұрын
Thanks a lot, it was amazing👏
@wori3956
@wori3956 3 ай бұрын
Amazing explanation!
@gawyliStudy
@gawyliStudy 4 ай бұрын
Awesome job bud! Thanks :)
@shazaselvarajoo585
@shazaselvarajoo585 Ай бұрын
Cool, really clear and straight to the point!
@YounesDaoudi
@YounesDaoudi 10 ай бұрын
you described A.I. very well. i think this is the comprehensive roadmap of A.I. i ever seen . i contacted you in your instagram if you want to reply on it
@maximejkb
@maximejkb 10 ай бұрын
Thanks for watching -- tried to make it as exhaustive as possible!
@ttrev007
@ttrev007 3 ай бұрын
excellent video. you are very good at explaining things in a way i can understand. the drawings are cool and helpful. i look forward to seeing more videos from you.
@haseebasif100
@haseebasif100 10 ай бұрын
As an ai engineer, this video is way better than i expected. Kudos
@maximejkb
@maximejkb 10 ай бұрын
Thanks for watching and glad you like it!
@bombbaamm9592
@bombbaamm9592 10 ай бұрын
Amazing vid man! I do appreciate the way you explain and those visuals are perfectly fit for your style. Keep going! You got my sub👍
@maximejkb
@maximejkb 10 ай бұрын
Thanks so much! Glad the visuals helped :)
@WolfVK-dh4jv
@WolfVK-dh4jv 3 ай бұрын
awesome !!!!
@charlie_sultan883
@charlie_sultan883 4 ай бұрын
this is an amazing vid!! can't believe it's only 2k views!
@orhanburhan2161
@orhanburhan2161 2 ай бұрын
we are waiting for you after that week man. Your week is passing quite slowly it seems
@godnewell7952
@godnewell7952 10 ай бұрын
Great video, man! I think I remember a good example for unsupervised learning from an online caltech lecture - coins that you push in to the coffee machines will have small differences in size or mass, because of dirt, but they will cluster closely, and the a.i., in theory, will recognize these clusters without having any labels.
@maximejkb
@maximejkb 10 ай бұрын
Thanks for watching! That's an interesting analogy, I'll have to find that lecture
@jadenhou4079
@jadenhou4079 6 ай бұрын
Extremely well made video! Do you have any plans on releasing the notes or map?
@sagarrajput7172
@sagarrajput7172 10 ай бұрын
great job. very articulate
@maximejkb
@maximejkb 10 ай бұрын
Thanks so much!
@boxeryy6661
@boxeryy6661 10 ай бұрын
Great high quality video ! You deserve more views.
@maximejkb
@maximejkb 10 ай бұрын
Thanks!! Appreciate you for watching!
@montec6113
@montec6113 10 ай бұрын
High quality content. Hope you get more views
@maximejkb
@maximejkb 10 ай бұрын
Appreciate that, thanks for watching!
@pavalep
@pavalep 10 ай бұрын
Great video :)
@maximejkb
@maximejkb 10 ай бұрын
Really glad you enjoyed it!
@about.saimon
@about.saimon 4 ай бұрын
Really liked the content of the video. I'm also interested in how you made the illustrations. What graphic tablet are you using? I tried to spot the model from the video by zomming in but it's quite blurry. I do illustration for teaching/learning purposes and this tool seems quite neat. Thanks
@praven.reddy0803
@praven.reddy0803 Ай бұрын
Great video and introduction to AI. Highly intuitive. Did AI help create it? If so, Well Done!
@boomhauer_arlene
@boomhauer_arlene 6 ай бұрын
This needs to go viral
@mikaeilafshin1912
@mikaeilafshin1912 3 ай бұрын
🤩🤩🤩
@FelipeVentura
@FelipeVentura 10 ай бұрын
This video is insanely good! You’re doing God’s work here, thank you so much 😊
@maximejkb
@maximejkb 10 ай бұрын
Thanks for watching!
@user-ui3zu6xb1h
@user-ui3zu6xb1h 3 ай бұрын
Instead develope artificial intelligence, develope natural intelligence,😅😅😅 just joking
@rcytpge
@rcytpge Ай бұрын
Yo Max. I’m just getting into this space. I tagged you on socials let’s network
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