Understanding AI from Scratch - Neural Networks Course

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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

Опубликовано:

12 май 2024

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Комментарии : 84

@Radu Месяц назад

Hope you find this useful! If you like the course, check out my channel for many other coding projects 🙂

@minteligencia Месяц назад

Thank You!

@Radu Месяц назад

@@minteligencia You're welcome :-)

@aditya_aryann Месяц назад

Thank you so much.

@Noobella Месяц назад

Thanks, I finally understood how it works!

@Radu Месяц назад

@@Noobella Cool :-)

@moustachemewe Месяц назад

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 Месяц назад

Hope this helps :-)

@jimboSleeeeiiice Месяц назад

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.

@SXsoft99 Месяц назад

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 Месяц назад

Never too late to learn something new :-)

@jahnavi.youtube Месяц назад

Can't thank you enough 🥺 seriously your channel is the best ❤ thank you so much 💕

@marginiszero Месяц назад

This instructor is so amazing. He teaches advanced topics from scratch without any libraries❤❤

@Radu Месяц назад

Thanks :-) glad you like the content!

@arisilaen7763 17 часов назад

I might need this video in the future (thx to my autoplay during my sleep that guided me here)

@puntura Месяц назад

love this already. love 3blue1brown videos same thing on my mind also its been 6 years.

@Radu Месяц назад

Yeah, funny coincidence that he just added a new video to that series :-)

@cbau0809 Месяц назад

Thank you so much for this content! This is so useful.

@Radu Месяц назад

Happy to hear :-)

@eric7758 Месяц назад

I like this teacher because he doesn’t use libraries.

@Radu Месяц назад

Cool :-) thanks for watching!

@duudee9189 20 дней назад

Good morning people of the Internet, I woke up to this.

@Radu 15 дней назад

:-) at least you didn't fall asleep to it :-))

@stabilini Месяц назад

Amazing content thanks.... I was mindblowed at 3:14:45 🤯

@Radu Месяц назад

Yeah, Dijkstra's algorithm is pretty nice :-)

@2difficult2do Месяц назад

Thanks for this really interesting and useful explanation of the basics of AI and neural networks with playful examples 👍

@Radu Месяц назад

You're welcome. Thanks for watching :-)

@jirayuvijjakajohn295 Месяц назад

Just finished it. What a course 🎉

@charlesabju907 Месяц назад

How, it came 13 minutes ago according to yt

@Radu Месяц назад

@@charlesabju907 Maybe he watched it at 100 x normal speed :-D

@ferhatkaya9217 Месяц назад

You re the king of the channels

@AlevtinaRusakova-uo8qs 15 дней назад

Классный видос. Спасибо что запариваешься и выклдаываешь)

@hindutva_raj 11 дней назад

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

@MadhawaSadil 12 дней назад

I'm glad I found this video.

@grotsunfull Месяц назад

Awesome!

@coderscafe3672 Месяц назад

Would like to see the cours from scratch thanks

@Radu Месяц назад

All previous phases are linked in the description.

@cybrd230 Месяц назад

Was just watching 3blue1brown's video about GPT

@Radu Месяц назад

Yeah, I saw it yesterday as well :-)

@Xoundz Месяц назад

Radu is Love ❣️

@Radu Месяц назад

❤

@lazarokabira2945 Месяц назад

Nice one

@thefacebiters Месяц назад

Hell yeah 🎉

@MainEditor0 Месяц назад

Will AI will take ML engineers jobs?

@Radu Месяц назад

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.

@TheRealKitWalker Месяц назад

Awesome :D

@AleksandarPopovic Месяц назад

Go to 10M!

@Pororo1726 Месяц назад

Yesss bro

@SpittingMage 2 дня назад

Funny (and sad) that such tools automatically seem to be data-centric, but that's the state of our industry.....

@minteligencia Месяц назад

nice 😊

@beemsalabeem 2 дня назад

I woke up watching this lol

@Agesilas2 28 дней назад

death note en fond sonore ça casse vite la tête quand même...

@Engrbilal143 Месяц назад

First here🎉

@danthilman2394 Месяц назад

Neural*

@Radu Месяц назад

Thanks for pointing out the typo!

@oscarpitt823 Месяц назад

Spelling mistake on the video title "neural network"

@Radu Месяц назад

Thanks for pointing it out!

@supreme.rizzer Месяц назад

woohoo

@MiniKodjo Месяц назад

To be listened in 1.25 speed

@Radu Месяц назад

Fair point 😅

@jayshribalakrishnan6439 Месяц назад

Second here 😅🎉

@hey.Sourin Месяц назад

Why in JS? 😢

@Radu Месяц назад

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 Месяц назад

@@RaduGotcha, thank you!!!

@Radu Месяц назад

@@hey.Sourin No problem!

@freetechlearnings Месяц назад

im third

@themks8452 Месяц назад

second

@irvingriosperez Месяц назад

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 Месяц назад

Scam

@chrisbrolin5122 Месяц назад

That’s obviously a scam😂

@horizen4461 11 дней назад

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

@user-wk2qb4vg5f День назад

@horizen4461 What does this have to do with this video?

@nickapple3788 Месяц назад

I didn’t subscribe for this channel

@stupidbitcoin Месяц назад

The input values in the one neuron section, are almost identical to stock and crypto trading values.

@Radu Месяц назад

Really? :-o

@stupidbitcoin Месяц назад

@@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 Месяц назад

@@stupidbitcoin I... don't get it :-D