Errata: ~10:26 - The animation depicting the number of tune-able parameters counts biases as if the input neurons have biases. They do not. For example, the 10x8x8x8x2 neural network has 26 biases (8+8+8+2), not 36.

@reversev9778

4 жыл бұрын

sentdex makes sense

@sentdex

4 жыл бұрын

Already did one :p www.kickstarter.com/projects/sentdex/neural-networks-from-scratch-in-python

@anilsharma-ev2my

4 жыл бұрын

Sheree yantra show similar structure 3+ 3+ 3+ om om om 🙏🙏🙏

@andrexsintoval3776

3 жыл бұрын

i wanna create a neural network with at least 1000 outputs

@andrexsintoval3776

3 жыл бұрын

but first i got to build up some money cause i only got a intel i5 6400 cpu then again... i could set my gpu's workload to computing my motherboard has a gpu as well so i shouldnt have a problem doing that

“What I cannot create, I do not understand” - Richard Feynman. My motivation for watching this series.

@aaronsanders6162

2 жыл бұрын

Stfu tool

@varundivi7383

2 жыл бұрын

@@aaronsanders6162 lmfao imagine getting mad at some one making an effort to learn.

@donovanvanderlinde3478

2 жыл бұрын

@Aaron Sanders Must be hard to have such a bad case of lil peen syndrome

@endoflevelboss

2 жыл бұрын

@@aaronsanders6162 well said.. he thinks quoting an intellectual makes him clever

@overloader7900

2 жыл бұрын

"I created it, but i do not understand it" - programmers

Dropping this video is such a big news that even if aliens landed today it would be the second most important thing that happened today

@sentdex

4 жыл бұрын

Only because the aliens are already here, obviously. ;)

@aaronvr_

4 жыл бұрын

@@sentdex that's something an alien would say

@AnshulSharma-md5ut

4 жыл бұрын

@@sentdex and nobody cares because this happened

@Jakub1989YTb

4 жыл бұрын

They did land. In fact, they are watching here with me right now. Were having such a good time. They want to know all about Python.

@clementsiow176

4 жыл бұрын

@@sentdex I am the alien oh yeah yeah

We need more people like you. And you know what? You are making them.

I have a solid science background in Physics and mathematics and this is the first time that I came across a lecture which explains why, what , when and how deep learning is from the basics. I am not a fan of memorizing things that I cannot extend in the future. Sentdex, you are on point and these video series have broken the backbone of deep learning for me. Thank you

This is one of the highest quality programming tutorials I’ve seen. Even online courses from universities aren’t this well made made. Thank you for putting this together!

@sentdex

4 жыл бұрын

Thank you, that means a lot

@kushboi442

4 жыл бұрын

@@sentdex no u

@michaels8297

4 жыл бұрын

@sentdex much love man!!!

@acidtears

4 жыл бұрын

Universities typically include scientific papers to read to develop a deeper understanding of why certain things work the way they do. Nevertheless, this is by far the best series on developing fundamental skills in NN programming!

@ericmeehan298

4 жыл бұрын

@@acidtears you can get all of that for free on the Internet.

Me: opens youtube. KZread: Sentdex- Neural network from scratch. Me: Opens the link faster than the speed of light.

@ndn5656

4 жыл бұрын

The problem with being faster than light is that one can only live in darkness.

@MrBoubource

4 жыл бұрын

@@ndn5656 Best comment of the day award !

@user-nj4pq1bl2b

4 жыл бұрын

You just time traveled

@AnshulSharma-md5ut

4 жыл бұрын

@@ndn5656 that's not true if you are traveling at the speed of light . There still will be light reaching your eyeballs but everything will gonna slow down .

@rohansingh1057

4 жыл бұрын

Well guessing from your profile pic, you indeed seem faster than light.

You’re a hero...edit: Update: I’ve been hopping on some friends zoom courses on AI for a pretty elite university(won’t say which one) and you absolutely SMOKE the professor with your ability to teach. I don’t know if people wrote you off when you were starting out but you have certainly proven yourself as one of the GOATS

@imveryhungry112

Жыл бұрын

agreed

I'm just 30 seconds into this and paused to tell you how much I appreciate your work, I can't thank you enough or begin to describe how much your content have helped me to better myself as a developer, you're awesome, keep it up! Cheers from the fjords of Norway !

This is definitely one of the best programming tutorials I've ever watched. Instead of bombarding you with complex math, you take a very pragmatic path and expect minimal knowledge beforehand. This is probably the video definition of "you don't know what you're talking about until you can explain it to a five-year-old".

Can I just say how thankful I am for this? Most tutorials are either very basic and don’t tell much, overload you with all the math upfront, tell you to import tensorflow and not tell you why it works. Thanks for this middle ground tutorial, something that is really needed.

Really love how you’re teaching the mathematics behind deep learning... think this will lead to a lot of innovation

@sentdex

4 жыл бұрын

Hope so!

@seno7904

Жыл бұрын

@@sentdexin been searching for a vid going into the math as I don’t understand it yet(still in high school) so I hope this is as good as the comments say

@randiaz95

Жыл бұрын

@@sentdex Bro this could've been the trigger for CHATGPT and other ai explosions in 2020+

@yesno2696

Жыл бұрын

​@@randiaz95no they started long before.

@TheAlternativeDuck

3 ай бұрын

I hope to be able to make a simple network that can identify colours in the future, nothing else. Thanks so much for the tutorial

No university in the world beats this top quality of knowledge for free. You go man! You don't know how much your time and effort you put into this has been appreciated. Machine learning and neural networks are hard because of the intense logic behind it, even though I've been programming for 5+ years now. This really does the heavy lifting for many people. Thanks!

@ilikethatboulder.thatisani5496

7 ай бұрын

almost as if the university and or certs are just for validation

I like the graphics, reminds me 3Blue1Brown channel! What is the tool that you are using for this?

@sentdex

4 жыл бұрын

That's because.... it's built on top of manim ;), which is made by 3b1b. Learn more here: github.com/3b1b/manim

@vijayabhaskarj3095

4 жыл бұрын

@@sentdex You should do a tutorial on Visualization using manim, that would be great!

@MisraPreetiman

4 жыл бұрын

@@vijayabhaskarj3095 Y E S S S S

@ramakanthrama8578

4 жыл бұрын

@@vijayabhaskarj3095 Hi Vijay !, are you the same person who wrote the Flow from data frame in Keras ??

@vijayabhaskarj3095

4 жыл бұрын

@@ramakanthrama8578 Lol, yeah. That was a long time ago.

I come from 10 years in the future, we used this tutorial to rebuild society after the Corona Cataclysm!

@sentdex

4 жыл бұрын

LOL

@alpman6883

4 жыл бұрын

Not LOL, i think It's True

@yaron3479

4 жыл бұрын

Yes.

@christophebeaulieu4916

3 жыл бұрын

I come from the past, what's the Corona Cataclysm? Was beer involved?

@abhishekgourav6144

3 жыл бұрын

I come from present....and i am sitting on my couch watching you two play past and future shenanigans

Extremely helpful, I've been finding it frustrating to "just use" certain functions in whatever someone else has already solved without a deep understanding as to why they came to that conclusion of what to use and why. Thank you for taking the time to start this series.

"Now this is all very simple maths. But I'm gonna explain it anyway" BLESS. I'm a uni dropout who installs safety signage for a living, so it is profoundly and deeply helpful when a tutorial doesn't assume that competent beginner programmers know any maths.

Oh man, this series of videos is going to be such a masterpiece.

I just wanna say that I love your channel so much and that people involved with deep learning are literally making the world a better place for everyone. I'm excited to see what the future holds.

This looks simply awsome so far, soooo excited to see the series grow

Huge respect for you to come up and make people understand everything in bits and pieces. Recently , I have started working on RNN and i feel it is a complex thing. I also believe there could not be any other tutor who can best explain it like the way you do. The animations are lovely. The coding part is explained in as simpler way as it can be done. Its my sincere request for you to make a video about RNN implementation . Love from India.

Can't thank you enough for all the stuff you put on. I'm actually working as an Dev for two years now and everything started with your Pygame tutorials. Thanks man!

@sentdex

4 жыл бұрын

Happy to do it!

Your ability to explain things simply is nothing short of amazing man.

Most tutors don’t have the patience to make stuffs simple but this right here just affirmed, everything should be made as simple as possible, but no simpler. Thank you

This has been something I have been waiting for in a long time. Keep it up my guy

this is what ive been waiting for my man , you made me a full stack developer now make me a machine learning developer

@sentdex

4 жыл бұрын

Glad I could help :D

5 years ago, I started programming watching your videos, working a shit job. now I’m a data engineer looking to get into data science. super excited to watch through this series. thanks for what you do.

Years ago you were the first person to be able to break through that barrier for me and taught me how to code and made it fun. Glad you're still making vids!

Perfect utilization of LockDown Period, Revise the things from the person who taught you in the past. Thanks, Sir. Love you 3000..!!

Your timing on this is fantastic. I've been dissatisfied with High-level super-abstracted ML, so I taught myself Calculus and I've been studying neuroscience. My goal is to design ML "circuits" inside of neural networks, and specialize their design in the same way our own neurons are arranged by speciality. I love all your other videos and can already see how this is going to help me bridge the gap between neuroscience and Python.

- nice tools for visualizing the examples - easy and complete explanations from scratch - an instructor with a decent amount of experience - low requirements to follow the series - a nice yellow box with a question mark in the background After running a simple model with the previous variables, the output told me this was going to be the best tutorial on neural networks ever made.

I decided to create a neutral network for image recognition from scratch, for my A-level NEA and I have been trying to find a starting point for it for quite a while now; searching the internet, reading books and looking at past students NEAs. This has helped so much (relieved alot of stress too), definitely going to continue to follow this series for my NEA. Thanks so much!

I already know I'm gonna love this series

You've become more interactive and it feels as you are connecting more to us than the previous videos. Obviously, no doubt about your teaching since beginning! You've saved me through a lot of Data Science assignments. Love from India ! Please visit India after the pandemic!

I love the way that the little vein on your temple bulges out when you give the exact versions of the packages that you're using. Seriously though, love your work. I've watched a ton of your content. You've helped my Python programming immensely.

I’ve been trying to learn Python and ML. Thank you for this. As a visual learner, I really appreciate the walkthrough. It helps so much. Subscribed!

The way you structure your videos is so helpful, looking forward to more of your AI/ML content in python. Subbed!

this is such a hype! cant wait for the rest of the series

Finally! Been waiting for this! Thank you so much for releasing this in the quarantine period.

I found this channel today and I'm actually in love, how simply and swiftly you explain things, also considering all levels of viewers 'expertise'. Thank you so much, gonna impatiently wait for next video! ♥

I literally got goosebumps when i saw the notification. Thanks man keep rocking!

le me, starting out in python a week ago: "Oh this looks like a cool video, bet I wont understand it." me 6 minutes in: "Ok good he knows I don't understand any of it."

@sentdex

4 жыл бұрын

...but you will! :)

This comment is three years from the future :D Finished watching the first video. I just knew the moment you said "from the scratch without any libraries..." this is the series I'm going to learn neural networks from. :D

I am so happy you are explaining the basics of neural networks, I always hated just jumping into tensorflow and not knowing anything about whats going on under the hood. Thanks!!!!

Awesome 👍 perfect timing as well as we are all stuck at home

Can't thank you enough for the great content you are putting out ! I want you to know that you are making a huge difference in people's lives.

@sentdex

4 жыл бұрын

My pleasure!

A friend just introduced me to you. After about 6 minutes , I am inspired. I use python (also self taught) but don't consider myself a great communicator. I believe I can learn to be more like you and then achieve more traction in my pursuits. Thank you for being you!

I am amazed by how simple you made it seem. It shows that you have complete comprehension of the subject!

essence of linear algebra is a pretty epic course here on youtube to clear up your matrix and vector fundamentals

I wrote a Java library for deep ANNs (from scratch) that implemented vectorized forward propagation and backpropagation. It honestly was such a useful thing because I know so much more about neural networks now

@mwanikimwaniki6801

2 жыл бұрын

Any links to that?

This is the kind of series I've been looking for for years! Everybody seems to want to make something high-level and abstract, and nobody wants to make anything low-level, it's so infuriating.

Found this channel a week ago with the pytorch tutorial. A fair amount went over my head so can't wait for the rest of this series. keep up the great work!

@sentdex

4 жыл бұрын

Welcome aboard!

the wait is finally over...

@sentdex

4 жыл бұрын

Except for ... the wait to part 2 :)

@marinmiletic5780

4 жыл бұрын

@@sentdex how often do you plan to upload?

@marinmiletic5780

4 жыл бұрын

@@sentdex did you just like my comment? that is the biggest cock block i have gotten in my life

@ApplepieFTW

4 жыл бұрын

@@sentdex how long should we expect to wait between parts? I'm excited

Thank you sir, you are just great. I learned Django from you. I hope this series is as good as that one.

The little detail of ensuring to provide the versions of libraries used, loved it

Truly blown away by this channel, thank you for the work you are putting in.

"Why would anybody would want to do this to themselves?!!"....lmao,loving this series already!!

Most of the videos that I've find here use librarys or frameworks, but learning from scratch is the best option in my opinion since we can adapt better to other tools, so I'm really excited to see this series.

@sentdex

4 жыл бұрын

Totally agree!

@triducal

10 ай бұрын

and more fun

I don't know where I would be without this guy. thank you so much for all you do.

Love how your video and animation quality has improved over the years, it now look really pro. Looking forward to following this series!

Thank you so much for this! 🤠

@sentdex

4 жыл бұрын

You're so welcome!

Omg! The God Of Programming has listened to our requests! Neural Networks from scratch is here! 😍😍

4 жыл бұрын

It is a thing for over 3 months now and started as KickStarter campaign and people do already read draft of our book :D

@EshwarNorthEast

4 жыл бұрын

Kudos!

The kind of tutorial I've been looking for. Can't wait for more videos in this series.

After watching this video I am super excited for the second part. You are among the few people (Andrew Ng, 3Blue 1Brown & Jason Brownlee) who have explained neural networks in such an easy way.

This is exactly what I want. There are a lot of framework in this field. And each framework has its own advantage and disadvantage. I usually think that if I have to create new framework or have an idea, how I can do that. I would like to know the deeper level in this field. Thank you very much for creating this series. I will watch every episode for sure. Hope that you can deploy your own framework too. Hahaha

@sentdex

4 жыл бұрын

We're not planning to competitively release a framework, but, we ...could... ;)

I really needed this specially in this lockdown! Thanks a lot (: Love from India❤️

@sentdex

4 жыл бұрын

Happy to share!

so happy your doing this man. sound out. going in dept into a topic and asking why is what i do on a daily basic and you have nearly a million like minded people hear. hope you hit 1 million subs

I am seriously thankful to you for creating such valuable content, all this time it's been my dream to learn to program deep learning networks. This series is all what I ever wanted. :)

Thank you for making this series. I have always been hesitant to use the frameworks since they don’t show what’s happening behind the scenes. I just have one question. How often are you going to upload these video? (What is your upload schedule?)

@sentdex

4 жыл бұрын

No official schedule. Soon as they're ready. Weekly or a few a week is my target, but my main focus is on doing it right rather than adhering to any schedule.

this is the greatest thing to ever happen to mankind

@randallwalkerdiaz1002

4 жыл бұрын

For sure lol. I am following along with crystal programming language to learn it too. I already work in python and I wanted to learn a new lang.

I am very happy to hear from you after a long time. Since ever, you are the frontier in the way teaching python and machine learning i.e. deep learning included.

Thank you so much for this! This is a field I recently took interest in and I never really knew where to start, so this series is perfect for me!

@sentdex

4 жыл бұрын

Great!

Need help in my assignment in creating a constituency parser using Recurrent neural networks taking penn tree bank as ground truth. Any advice will be helpful. thankyou

God himself teaching us nn. Love from India🇮🇳

Wow, a sudden change in the graphics, thats very cool. Keep making videos related to Neural Networks, Pls !! I needed it a lot, all the good courses are paid else where and your channel is like a gem. Thanks

This will be BIG, great job sentdex !

NOTE THIS BEFORE STARTING... although excellent by every measure, the series abruptly stops unfinished. This is a wonderful guided tour out of Hobbiton, but you will have to hike the rest of the way to Mordor alone. The companion book has 666 pages; this video series carries you through to only page 136.

"This shouldn't really be over your head" Me, a high school student who has never coded before: *sweats profusely*

@MrWongWey

3 жыл бұрын

Same dude I just a saw this video in my recommendations and now I’m listening to alien languages.

@GeneralKenobi69420

3 жыл бұрын

>high school student Well there's your problem

@tornado9560

3 жыл бұрын

I’m in 9th and I code but I still didn’t understand much.

@ifmondayhadaface9490

3 жыл бұрын

Tornado I’m in 9th and I understood it decently.

@MrWongWey

3 жыл бұрын

@@ifmondayhadaface9490 Do you code?

So happy I came across this playlist. Ive always been interested in deep learning and neural networks ever since high school, but I was always too intimidated to start. Hopefully this will be a jumping off point towards something bigger for me

I found the simplicity of this exercize to be super empowering. This is awesome.

Sentdex: "I am speed..."

If I make a sentient ai (GLaDOS), I'm blaming Sentdex when the feds ask me.

@gaffclant

4 жыл бұрын

Quantum Nebula Bro. Blame me instead. I wish to have such an honor.

@Quantum_Nebula

4 жыл бұрын

@@gaffclant ikr! There's gotta be some legal stuff in Sentdex's course material that explicitly states: "Any and all product from my teaching is you or the product of you by law. Sentdex is thereby exempt from any legal prosecution by any independent, self-aware artificial intelligence you construct under Sentdex's instruction, (This includes marginally corrupt rouge AI's bent on a will to test, and compulsively ridicule test subjects.)"

@phaggott

4 жыл бұрын

@@Quantum_Nebula Sendtex™ is not responsible for all the paperclips

@whoisabishag3433

4 жыл бұрын

hmmm Citations in Court Count, Right"!"

Great video! Loved how you broke down the computation of the loss function and pretty much all the explanations are really easy to follow.

Bro I absolutely love your channel. Bumped into it battling with generating tf records due to tensorflow installation for object detection. This is a phenomenal channel, will surely watch a video day from now on. Love from Zimbabwe.

“It really shouldn’t be flying over your head” Me who doesn’t understand one bit of it: panik

But the ultimate question remains : What shall I do with the time I lost before finding out your channel ?

Back again 3 years later, with a little more math under my belt. Very much hoping that you will continue posting videos in this series

Quarantined inside my room. This is just what I needed!❤️

i really hope you mean FROM SCRATCH, do build normalization functions and optimizations yourself please

@sentdex

4 жыл бұрын

That's exactly what we do. We mean it when we say it :)

Why would anybody would want to do this to themselves?!!😂😂😂

My favourite series to this day. Thank you sentdex!

Thanks for the series! I've been looking for something like that for so long!

wanted to say "first!" but entered a time warp where it appears to have taken me 21 hours to shift from my phone notification to this video.

"I'm doing x in raw python" sounds like you're doing something you shouldn't

Grateful Harrison! Received my book parcel today in South Korea. Thanks for been so reliable and trusted. Your book is indeed a bomb!!!

I love the boring company flamethrower in the backround. So many great things in this video!

Wait is that 'not a flamethrower' over there?

@ndn5656

4 жыл бұрын

Nah dude it's just something boring Nailed it

JESSE PINKMAN?!

Thank you, sentdex. You are a great teacher. I was looking for this for some time, and there's very few teachers that explain the logic behind things

OMG sentedex is even better!!! I started to learn python with him 5 years ago, and now I'm back to find even more great content! Thanks a lot!