Understanding AI from Scratch - Neural Networks Course
Understanding AI from Scratch - Neuaral Networks Without Libraries Course
Learn the fundamentals of Neural Networks by building one from scratch without libraries. You'll manually tweak network parameters to teach a car how to drive within a specially crafted playground. Dr. Radu teaches computer science at a university in Finland, and has over a decade of experience with machine learning and AI, and he emphasizes the importance of revisiting basics in an era of easy-to-use complex models.
You will have homework assignments which you can discuss with Dr. Radu on his Discord: discord.gg/gJFcF5XVn9
✏️ Course developed by @Radu
🏆 Win prizes by following along: • ⭐🏆⭐PRIZES: Racing AI C...
🚗 THE PLAYGROUND: radufromfinland.com/projects/...
🚙 HELP COLLECT DATA BY RACING: radufromfinland.com/projects/...
⭐ OTHER LINKS ⭐
Phase 1 - Self-Driving Car with JavaScript: • Self-Driving Car with ...
Phase 2 - Virtual World Filled with Self-Driving Cars: • Build a Virtual World ...
Vanilla JavaScript Chart Tutorial: • Build a Chart using Ja...
Machine Learning JavaScript Course: • No Black Box Machine L...
3b1b's Neural Network Video: • But what is a neural n...
Another Playground: playground.tensorflow.org
Desmos 3D: www.desmos.com/3d
Another Playground: playground.tensorflow.org
Top-view Cars Clip: • BEST TOP VIEW ROAD TRA...
💻 CODE 💻
1. Phase 1 github.com/gniziemazity/self-...
2. Phase 2 github.com/gniziemazity/virtu...
3. Phase 3 github.com/gniziemazity/under...
💻 Use "11. MiniMap" from Phase 2 at 02:36:49
💻 Use "1. Starting Codebase" from Phase 3 in Lesson 6 (if you didn't code anything yet)
☕ Buy Radu a Coffee: www.buymeacoffee.com/radum
⚡️Join Radu's Channel: / @radu
⭐ Contents ⭐
⌨️ (0:00:00) Introduction
⌨️ (0:07:12) The Playground
⌨️ (0:14:34) One Neuron
⌨️ (0:29:07) Clarrifications
⌨️ (0:31:58) Lesson 2
⌨️ (0:32:16) Genetic Algorithm
⌨️ (0:43:04) 2 Inputs
⌨️ (1:02:42) Hidden Layers
⌨️ (1:13:03) Misconceptions
⌨️ (1:14:18) Lesson 3 (More Outputs)
⌨️ (1:55:59) Lesson 4 (Traffic Rules)
⌨️ (2:24:10) Lesson 5 (Compass Sensor)
⌨️ (2:35:20) The need for Shortest Path
⌨️ (2:37:10) Updating the Self-driving Car codebase
⌨️ (2:57:39) Lesson 6 (Dijkstra's Algorithm)
⌨️ (3:24:03) Lesson 7 (Dijkstra with AI Agents)
⌨️ (3:43:13) Final Challenge
Пікірлер: 82
Hope you find this useful! If you like the course, check out my channel for many other coding projects 🙂
@minteligencia
Ай бұрын
Thank You!
@Radu
Ай бұрын
@@minteligencia You're welcome :-)
@adityaaryan7201
Ай бұрын
Thank you so much.
@Noobella
29 күн бұрын
Thanks, I finally understood how it works!
@Radu
29 күн бұрын
@@Noobella Cool :-)
I just started learning about neural networks and I was always confused about the basics of the concept and how they work at a core level. Thanks a ton!
@Radu
Ай бұрын
Hope this helps :-)
What everything I learned from AI tells me is that it’s essentially another computer program. Meaning, more files. All it is is files. Everyone thinks it’s so advanced but a file is a file and a function can break or be broken like any other.
it's funny that back in university we had a few classes on these subjects that i didn't bother to pay much attention back then but somehow the concepts come to haunt me a few years later
@Radu
Ай бұрын
Never too late to learn something new :-)
This instructor is so amazing. He teaches advanced topics from scratch without any libraries❤❤
@Radu
28 күн бұрын
Thanks :-) glad you like the content!
Can't thank you enough 🥺 seriously your channel is the best ❤ thank you so much 💕
Good morning people of the Internet, I woke up to this.
@Radu
4 күн бұрын
:-) at least you didn't fall asleep to it :-))
Thanks for this really interesting and useful explanation of the basics of AI and neural networks with playful examples 👍
@Radu
29 күн бұрын
You're welcome. Thanks for watching :-)
love this already. love 3blue1brown videos same thing on my mind also its been 6 years.
@Radu
29 күн бұрын
Yeah, funny coincidence that he just added a new video to that series :-)
Thank you so much for this content! This is so useful.
@Radu
Ай бұрын
Happy to hear :-)
Amazing content thanks.... I was mindblowed at 3:14:45 🤯
@Radu
29 күн бұрын
Yeah, Dijkstra's algorithm is pretty nice :-)
Was just watching 3blue1brown's video about GPT
@Radu
Ай бұрын
Yeah, I saw it yesterday as well :-)
I like this teacher because he doesn’t use libraries.
@Radu
27 күн бұрын
Cool :-) thanks for watching!
Would like to see the cours from scratch thanks
@Radu
23 күн бұрын
All previous phases are linked in the description.
You re the king of the channels
I'm glad I found this video.
Will AI will take ML engineers jobs?
@Radu
Ай бұрын
Difficult question... Automation has been taking jobs since the industrial revolution... and modern AI is able to automate many more things than before. So, some jobs are already being done by it. How 'targeted' are ML engineers' jobs is hard to say, but I would say: as targeted as other jobs that have to do with logic and problem solving. But the important thing to notice is that the jobs today are very different than the jobs from 100 years ago... society is changing all the time and the jobs we'll do in the future will likely to change as well.
Radu is Love ❣️
@Radu
29 күн бұрын
❤
Just finished it. What a course 🎉
@charlesabju907
Ай бұрын
How, it came 13 minutes ago according to yt
@Radu
Ай бұрын
@@charlesabju907 Maybe he watched it at 100 x normal speed :-D
Hell yeah 🎉
Awesome!
death note en fond sonore ça casse vite la tête quand même...
Nice one
Yesss bro
We chatted once...i am from NZ/Australia....good stuff buddy..i think i told you that your country is tooooooo cold to do anything outside ....thus the incentive to master AI and NN...just being cheeky
Go to 10M!
Классный видос. Спасибо что запариваешься и выклдаываешь)
Neural*
@Radu
Ай бұрын
Thanks for pointing out the typo!
To be listened in 1.25 speed
@Radu
25 күн бұрын
Fair point 😅
Spelling mistake on the video title "neural network"
@Radu
Ай бұрын
Thanks for pointing it out!
Why in JS? 😢
@Radu
Ай бұрын
This video is not much about JS actually, it's about understanding how and why neural networks work. Some coding only at the end.
@hey.Sourin
29 күн бұрын
@@RaduGotcha, thank you!!!
@Radu
29 күн бұрын
@@hey.Sourin No problem!
Awesome :D
woohoo
nice 😊
Second here 😅🎉
second
im third
First here🎉
Are tradind and income incompatible? I think you're not keeping up with the news. While you thought it was impossible, some enthusiasts from Eledator made ai copy trading tool. Everyone now can make money on trading. What do you say now?
@Habits794
27 күн бұрын
Scam
@chrisbrolin5122
21 күн бұрын
That’s obviously a scam😂
turn to Jesus Christ he loves all of us more than anything and he literally died for us. He took in the punishment for our sins thru on the cross. It wasn’t cuz we deserved it, but cuz he loved us. 1 John 4:10 “This is love: not that we loved God, but that he loved us and sent his Son as an atoning sacrifice for our sins” it was thru his love that he died for us and we can be forgiven
I didn’t subscribe for this channel
The input values in the one neuron section, are almost identical to stock and crypto trading values.
@Radu
Ай бұрын
Really? :-o
@stupidbitcoin
Ай бұрын
@@Radu So, a Game Theory model using platonic dice merged with a blackjack basic strategy used in casinos. // For example, altering traditional Fibonacci numbers with Tesla values in both games and trading, resulted in more winning experiences.
@Radu
Ай бұрын
@@stupidbitcoin I... don't get it :-D
This video is a masterpiece of storytelling. Emotional and powerful!
Awesome!