Machine Learning From Zero to GPT in 40 Minute 

Please checkout the source code in the description. Some people like fast paced videos others like slow pacing but the best way to learn is to do it yourself. Pause the video at each step and follow the instructions. If you stuck at any point, compare your code with the source code provided in "tutorials" folder. The GitHub link is in the description. Best wishes

I'm speechless. No one else has managed to sprint from light switches to the leading edge of technology in less than an hour, creating the impression as if it were a leisurely walk - very paradoxical. Overall, it was incredibly well done! Many thanks!

This has been BY FAR the best machine learning video I've ever seen. How you went through different systems and not only show how they work in code but also go through the upgrades and how they relate to other subsequent inventions shows us how these concepts evolved, how they relate to math, how to intuitively understand them and how to implement them. All in just under 50 minutes. This video is a masterpiece.

You cannot make AI any more engaging. Thank you for this. If you write a book it will become a bestseller.

I've only watched like 20 minutes but I can already say this is the best video about neural networks I've ever seen. I've already understood many things I've almost understood but never clicked before

This is a good example of free high quality educational content available for free online.

This video is the fucking bomb. Crisp editing, top notch humour and clear understanding. Hope you continue to bless us.

You've successfully helped me break through a mental wall and I cannot thank you enough.

You know... I have to get up in 3 hours to go to work.... and yet here I am. Great channel

Please Hunar keep doing this, and do never stop ... your videos are legendary and iconic .

I always get super excited when I see a brainxyz video in my notifications

I've been waiting for this!

Excellent! Thank you very much for this detailed video.

That is an involvement!

Great video, This is what i need

Amazing content man it's gold

Thanks this is great knowledge. Although it is fast paced but listening it on repeat you can gradually understand it

this is good and beginner friendly. youve earned a sub

Thanks for creating this wonder full explanation. Best video i ever seen on youtube. Thanks @brainxyz superb content with great explanation. kindly create more videos like this.

May God bless you Keep up bro

Please keep producing more videos like this!

I rarely comment on videos, but I have to say, this information is stellar!

very good!!!

Awesome ! what software did you use for animations ?

This might be the Transformer video to end all Transformer videos...

Good work man, can you make a more elaborate tutorial with more example in short video playlist, that will be amazing

mind blowing explanation

wow this was information dense and fun to follow. seems like some influence from Schmidhuber during the last few minutes :)?

12:19 there is a mistake in what youre saying. "input of previous layer will become the output of the next layer" but its actually "output of previous layer is input of the next layer"

I do not get the 34:14 part. You said we have to 'pass inputs with various context lengths' , but you changed the sampled output ys length, from [i+ins+1:i+ins+1] to [i+1:i+ins+1] range : ys = torch.stack([data[i+1:i+ins+1] for i in b]) . so from [cat] -> [s] we got to [cat] -> [ats] . I could use some extra explanation, what is going on here .

I HAVE TO SUB TO THIS DUDE, THIS DUDE IS CRAZY 😧

Excellent

Wonderful content

From a programming and engineering perspective I do find these topics quite interesting. However, from a consumer standpoint where the use of GPUs became a viable option in both A.I. programming as well as with Bitcoin Mining... these scalpers are responsible for driving the cost of GPUs to an all time high causing them to be ridiculously overpriced for the conventional gaming markets and causing them to be almost unaffordable for the basic consumer. Instead of high end GPUs costing a moderate few hundred dollars, they're now in the thousands. This observational rant has nothing to do with this videos quality content and presentation. This video is actually quite good and the hard work, dedication and time invested is much appreciated, and it was quite enjoyable. It's just that due to these miners and large corporations buying up all of the GPUs on launch in mass bulk causing GPU availability to become scarce and almost unaffordable the GPU manufacturers have or are taking advantage of this by raising their MSRP values keeping them at an all time high without even considering to lower them making them the new standard MSRP. So instead of buying a top of the line GPU for about $500, a mid level GPU for about $200-300 and an entry level GPU for about $100... your newer entry level GPUs are closer to about $300-500, your mid level are now about $500 - $800, and your top of the line GPUs are now over $1k and some are even as high as $2k. GPUs now cost almost as much as the rest of the entire system. A good high end gaming rig use to only cost about $1,200 - $2,000 and now they're closer to $3-4k or even more. How can we resolve this current issue? We need manufacturers to make dedicated cards that are designed specifically for these task. We need dedicated cards just for A.I. systems, and dedicated cards just for Mining. And let the miners, and large corporations to foot the bill for these more expensive and dedicated task cards while leaving the Gaming Markets and their GPU prices and availability alone. These current GPU prices (MSRPs) need to be dropped by either 1/2 or even 2/3rds of their current MSRP values! Just an astute observation from a consumer in disgust. As for the material of this video and the content quality of it and the engineer within, excellent job sir! Keep up the good work!

Thanks for this amazing video! I gonna be watching it few more times just to make sure I understand the things good enough! What is the code editor you're using?

good

If I will order from Amazon a GPT assembly kit, what would it deliver me? How much would the kit cost?

im stuck at the "finding solution" part. my error doesn't seem to be able to pass 10.01. also what tool did you use to make the plot interactive?

ياريت تعملو نفس الفيديوات بالعربي ......مشكورين

Thx

Could you include in your list Mamba?

Shameful DNA was being this for billion years, this passage made me fall from my chair 😆

itsbetter explanation 10q

One alphabet ought to be enough for anybody.

what is the econmical return(gain) of building gpt from scratch?

Great video, but the tone and the pacing is what kill it

good