Machine Learning Zero to Hero (Google I/O'19)

Рет қаралды 1,814,497

5 жыл бұрын

This is a talk for people who know code, but who don’t necessarily know machine learning. Learn the ‘new’ paradigm of machine learning, and how models are an alternative implementation for some logic scenarios, as opposed to writing if/then rules and other code. This session will guide you through understanding many of the new concepts in machine learning that you might not be familiar with including eager mode, training loops, optimizers, and loss functions.
Watch more #io19 here: Machine Learning at Google I/O 2019 Playlist → goo.gle/2URpjol
TensorFlow at Google I/O 2019 Playlist → bit.ly/2GW7ZJM
Google I/O 2019 All Sessions Playlist → goo.gle/io19allsessions
Learn more on the I/O Website → google.com/io
Subscribe to the TensorFlow Channel → bit.ly/TensorFlow1
Get started at → www.tensorflow.org/
Speaker(s): Laurence Moroney and Karmel Allison
T700B4 event: Google I/O 2019; re_ty: Publish; product: Cloud - AI and Machine Learning - AI building blocks; fullname: Karmel Allison, Laurence Moroney;

Пікірлер: 834

@gopalpanwar9601 5 жыл бұрын

I have been studying Deep Learning for the last 3 weeks or so and this guy explained it like in 20 minutes, I wish I had a teacher like him :(

@LaurenceMoroney 5 жыл бұрын

Thanks Akshay! I'm teaching on Coursera if that's any use :)

@iphgfqweio 5 жыл бұрын

try siraj? he uses the same methods

@islammansour5508 5 жыл бұрын

@@LaurenceMoroney we are super thankful for your understandable and great explanation 🙏

@BrianThomas 5 жыл бұрын

oh I absolutely agree. There's another fellow on the interwebs that explains it in a similar way but this one is by far the best

@LaurenceMoroney 5 жыл бұрын

@@BrianThomas Thanks! :)

@raaghavsharma378 5 жыл бұрын

And that’s what an explanation is called. Wow the way he explained I grasped each and every word of his. Thanks though

@LaurenceMoroney 5 жыл бұрын

Wow, thanks Raaghav!

@ikikoewa 3 жыл бұрын

Well done Laurence. Your work is inspiring and educative. You are an amazing tutor. I have a big challenge with my Ph.D thesis as it is related with Optimizing Routes using ML and IoT in Waste Management. Is there anyway I can contact you to discuss with you? Via email?

@EddieSaleh 5 жыл бұрын

This is an amazing smooth intro to a relatively complicated topic. The QR codes are a smart move. Hoping to see more videos on similar topics. Thank you both.

@LaurenceMoroney 5 жыл бұрын

Thanks, Eddie!

@krebul 5 жыл бұрын

Wow I've been reading about this stuff a lot but always had difficulty wrapping my head around it. I did the tensorflow demos, but was unable to understand it well enough to try something on my own. He explained it very clearly and cleaned up a lot of my misunderstanding. Thank you so much for sharing!!!

@LaurenceMoroney 5 жыл бұрын

That's great to hear! Thanks! :)

@BiancaAguglia 5 жыл бұрын

I can't even tell you how much more I enjoy using TensorFlow 2.0 than I did using the previous versions. Thank you for all the great improvements. A special thank you for TensorBoard. A very useful and fun tool.

@LaurenceMoroney 5 жыл бұрын

Thanks, Bianca!

@asif09ansari 5 жыл бұрын

The best explanation of convolution in few minutes. 🙏

@LaurenceMoroney 5 жыл бұрын

Thanks, Asif!

@SonOfTerra92 4 жыл бұрын

Shanti bro.

@yamahantx7005 4 жыл бұрын

What do you mean by convolution? I learned it was a mathematical term equivalent to shifting one function along an axis, integrating, and presenting the result of that integration as the 'convolution'. We performed convolution by hand. Then we Fourier transformed the two functions, multiplied them together, Fourier transformed the result back into a real function, and realized that was the same as convolution. It appears you have a different definition.

@deadmoldable 4 жыл бұрын

i think it's a little bit irritating. you have oldschool imageprocessing-convolution which he presents and you can use as preprocessing for a Deep-Learning-MLP. But there are also Neuronal-Networks (CNNs) which are doing similar things by design of the network, and that is more complicated to explain.

@priyaranjanmohanty229 5 жыл бұрын

Wow , Thanks Laurence Moroney for making 'Convolutional layer' no more convoluted for me ….also you have made the concept of 'Pooling' so clear .

@dinoscheidt 5 жыл бұрын

I just love Laurence Moroneys presentation style. Outstanding ability to read his audience and adjust on the fly in tonality & emphasis. Awesome skill & great presentation

@LaurenceMoroney 5 жыл бұрын

Thanks Dino! :)

@BalajiChopparapu 5 жыл бұрын

This is one of the best video on machine learning

@LaurenceMoroney 5 жыл бұрын

Thank you, Balaji!

@MAXNELSONLOPEZ 5 жыл бұрын

There should be a button of "Mega Like" for this video. Great explanation of an epic tool. Thanks a lot!

@laurencemoroney655 5 жыл бұрын

Oh thank you so much! :)

@kamalkannan574 3 жыл бұрын

@@laurencemoroney655 thhb4uihh i

@pauncolta7587 3 жыл бұрын

Banii=mony ? Cat cost price fel fe recjama say indemnn de a access inainte say apjicatie sa for explcata mai intai cat Costa!!..

@chandlerlabs2478 2 жыл бұрын

@@laurencemoroney655 Great presentation!

@iAlexander37 4 жыл бұрын

its simply awesome, i been using jupyter note book, and it has cleared my many queries running in my head, and lot more still remaining,. Good work.

@pikiwiki 3 жыл бұрын

It takes a lot of hard thinking to make a topic like this appear this simple.

@davyroger3773 3 жыл бұрын

The Feynman method

@LaurenceMoroney 3 жыл бұрын

Haha. I came up with this talk in about 2 hours in a coffee shop in Tokyo. Maybe their coffee is really really good! :)

@Mike-op5us 3 жыл бұрын

@@LaurenceMoroneyThank you for the incredible presentation Mr. Moroney. It took you just 2 hours you said. I assume it's a similar story as the guy that once charged his client 1000 dollars for a 10minutes service. The client complaint about why he pays so much for only 10 minutes and the guy answered it took him 20 years of experience to do that in 10 minutes.

@blancA4blanc 3 жыл бұрын

This guy is sssssooooo highly skilled in explaining his topic - its just amazing. Thank you for that.

@laurencemoroney655 3 жыл бұрын

Thanks!

@barrycheng1820 5 жыл бұрын

Laurence's explanations were wonderful! Thorough, but also simple enough that even a newbie can understand it. Thank you!

@laurencemoroney655 5 жыл бұрын

Welcome! Glad you enjoyed :)

@niaztadayyon7723 3 жыл бұрын

This is the best video I have seen to demystify TensoFlow, convolution and pooling. Thanks Laurence!

@LaurenceMoroney 3 жыл бұрын

Welcome!

@alan6506305 5 жыл бұрын

This is the best tutorial/introduction that I have ever watched

@laurencemoroney655 5 жыл бұрын

Oh wow! Thank you :)

@Venus3811 3 жыл бұрын

I did the Introduction to Tensorflow course a couple of months ago on Coursera. I got all that revised in 35 mins. Thanks for this great video.

@laurencemoroney655 3 жыл бұрын

Welcome!

@levon9 5 жыл бұрын

Wow .. this was an awesome presentation, I'll focus on the first speaker since I was somewhat familiar with the subject (I also liked the second one). He explained all of the key concepts as clearly as I have seen - and I have looked at a LOT of videos, this is a master class in how to do it. I hope he presents on many more related topics. Definitely worth watching. Thank you so much!

@laurencemoroney655 5 жыл бұрын

THanks esmail! :)

@mmayan 5 жыл бұрын

Finally, I got this shit. I have been watching various speeches and talks for the past two years and every time I thought I got it, I didn't. Of course, until I stumbled upon this video. Now I know the concept enough that I can explain it to both technical and none technical people. Thanks for the wonderful video.

@laurencemoroney655 4 жыл бұрын

Welcome. But it aint $#!+

@lucianoinso 2 жыл бұрын

I'm at the end of the first part of the talk and I'm speechless, it's like all the theory I've read and have been taught in class finally falls into place, I never understood how neural networks really "captured" the features, thought it was thanks to pure randomness and just some coincidence, and that the only thing that did the actual work was just minimizing the loss function and that was it, the other things were just experimenting, but after the best explanation on convolutions and pooling I've ever came into contact with now I begin to really understand why this works, so much insights, thank you so much, the first part of the talk was pure gold, the second part was good too, the amount of stuff Keras has implemented and the capabilities to expand it is pretty awesome.

@LaurenceMoroney Жыл бұрын

You're welcome! Glad you enjoyed! :)

@starzandearth 5 жыл бұрын

I've been waiting and waiting thinking the only way to properly learn machine learning is through university courses. I've been wrong. I appreciate the work you guys are doing to motivate the next generation of programmers to understand that machine learning is something anyone can understand and use as long as you've put the effort in. Thanks guys :)

@laurencemoroney655 5 жыл бұрын

Welcome! :)

@HeySushil 3 жыл бұрын

I just came here because I today saw the Colaboratorya and then started watching the video. Know it's really helpful for me to understand how easy is TensorFlow and I'm on the right path to learn the all. Thanks to KZfaq and I/O.

@LaurenceMoroney 3 жыл бұрын

Welcome!

@ObadimuAdewale 5 жыл бұрын

Nice explanation. Thoroughly enjoyed the presentation :)

@user-ux6pb3vb5i 5 жыл бұрын

(Aside from the talk being great) The presentation screen is awesomely beautiful!! Imagine seeing this for the first time, even just from year 2000.

@laurencemoroney655 5 жыл бұрын

I know! I had to keep turning around to look at it. Even up close it was beautiful! :)

@user-ux6pb3vb5i 5 жыл бұрын

I need to see it too for real! ^ - ^

@TraXs. 5 жыл бұрын

Best video I have ever seen online to understand deep learning 👏🏼👏🏼

@laurencemoroney655 5 жыл бұрын

Wow...thanks! :)

@kristophermakuch5239 5 жыл бұрын

Amazing video, there's many elements here that are explained so well. Looking forward to doing more stuff with TF in the future! :)

@LaurenceMoroney 5 жыл бұрын

Thanks! Best of luck with it!

@s.shaffercarolyn778 4 жыл бұрын

The best explanation of convolution in few minutes. 🙏 This is amazing!!!!

@LaurenceMoroney 4 жыл бұрын

Thanks! :)

@Alex.In_Wonderland 3 жыл бұрын

I cannot believe how understandable you made such a dense topic (mostly) easy to conceptualize! This was wicked! Nicely done!

@LaurenceMoroney 3 жыл бұрын

Thanks, Alex!

@Alex.In_Wonderland 3 жыл бұрын

@@LaurenceMoroney other way around! I can't wait to go through the rest of the catalog!:)

@angrykarrot 3 жыл бұрын

I have zero experience in Machine Learning, but with this explanation, I feel like I can make a rock paper scissors game with just a little more knowledge.

@LaurenceMoroney 2 жыл бұрын

Awesome -- you can do it! :)

@REDACT3D 5 жыл бұрын

I would recommend this video over most others related to machine learning. Good form guys keep up the good work. // congratulations on the new belt!

@LaurenceMoroney 5 жыл бұрын

Thanks. But what belt? :)

@KidNamedDenji 5 жыл бұрын

I just learnt basics of Python to gradually start delving deeper into machine learning. This awesome explanation has given me a boost. Thanks Laurence !

@laurencemoroney655 5 жыл бұрын

Great to hear, thanks Yash! :)

@swapnilkurve4677 4 жыл бұрын

Hey harsh were u learn basic of python plz share

@brownchocohuman6595 3 жыл бұрын

I got started with machine learning today. Your videos are so good that even an absolute beginner like me could understand it

@LaurenceMoroney 3 жыл бұрын

Glad you enjoyed! :)

@ismailmushraf 5 жыл бұрын

No words to congratulate him, what a good teacher, and i saw this video at the right time.

@laurencemoroney655 5 жыл бұрын

Great! Glad you liked! :)

@DodaGarcia 3 жыл бұрын

I desperately needed an overview like this, thank you!

@LaurenceMoroney 3 жыл бұрын

Welcome!

@jeffreynwankwo7912 5 жыл бұрын

This is great. I wanna start something in ML. Thanks for sharing

@LaurenceMoroney 5 жыл бұрын

Nice :)

@Spl33ney 5 жыл бұрын

Very nice talk for people who are beginning to get into machine learning. Thank you for the great explanations!

@laurencemoroney655 5 жыл бұрын

Welcome! :)

@mechatronicsblog3172 5 жыл бұрын

Great video Laurence! So much information condensed in such a short time. I know what happened here, you wrote drown the script of your talk and then used convolutional layers and max pooling to compress it 😂 . By the way, Karmel, you did awesome too explaining all the deployment options.

@laurencemoroney655 5 жыл бұрын

Haha! The secret is out! :)

@brittanylopez2068 4 жыл бұрын

Laurence Moroney was

@beauelaine 4 жыл бұрын

This is one of the best video on machine learning This is amazing!!!! This is amazing!!!!

@The_Light_houda 3 жыл бұрын

Thank you very much for this outstanding presentation. Congratulations for your teaching style. Finally, I can understand better those difficult concepts that are presented in such clear simple and clever way.

@LaurenceMoroney 3 жыл бұрын

Awesome, thanks for the feedback!

@harshitsinghai1395 5 жыл бұрын

Wow. 35 min and I learned so much about tensorflow !!

@laurencemoroney655 5 жыл бұрын

Nice! Glad it was useful for you! :)

@heller4196 5 жыл бұрын

www.coursera.org/learn/introduction-tensorflow/home/welcome Thank me Later

@wilhelmpaulm 4 жыл бұрын

I keep rewatching this vid, it's just so good

@LaurenceMoroney 4 жыл бұрын

Thank you! :)

@luis96xd 5 жыл бұрын

Whoa, thanks for this video! I learned a lot about making a Model, more about layer, convolutions, pooling for compression, input size Thanks! :D

@LaurenceMoroney 5 жыл бұрын

Welcome! :)

@peacock8730 4 жыл бұрын

Very fast and clear talk! Love it! Thanks a lot for sharing!

@LaurenceMoroney 4 жыл бұрын

Glad you enjoyed! :)

@sebastiangarciaacosta5468 5 жыл бұрын

I remember when Laurence taught in Coursera "Tensorflow in practice" course how to recognize that same rock, paper and scissors images, and in the way that he explained it was pretty easy to implement. Excellent teacher!

@laurencemoroney655 5 жыл бұрын

Thanks Sebastian! :)

@umapathy1106 4 жыл бұрын

This is the best artificial intelligence video available. Great explanation. Thank you Google Team.

@laurencemoroney655 4 жыл бұрын

Thanks! :)

@user-uc1su6ko8t 5 жыл бұрын

The best explanation of convolution in few minutes. 🙏 this is good

@LaurenceMoroney 5 жыл бұрын

Thanks!

@MereDaddyJi 4 жыл бұрын

I am making my own language which can combine all the language which had been made till now, .... This video is bit helpful for me to add some magic in it 😃😃

@hemreozgur 5 жыл бұрын

Thank you for the useful video. I am curious about deep learning and your explanations showed me a lot of useful insights.

@laurencemoroney655 5 жыл бұрын

Thanks, Devin!

@newstarttvchannel-ntv3635 2 жыл бұрын

Thanks Laurence and Karmel for this great presentation. I am having my medical and vision science research in AI, and as a starter in computer science , I have been learning and watching a lot of videos aside my Supervisor's recommendation for the past weeks. In fact, this is great and well articulated making me easily grasp all that I have learnt. God bless you and the team. Can we look at creating more deep learning partnership practice and real solutions in Africa! Thanks - Michael @ PHG Foundation Projects Hub - Ghana/Africa !

@laurencemoroney655 2 жыл бұрын

THank you! :)

@HarikrishnaNalla9 5 жыл бұрын

Your explanation is really cool. Learned a lot of things in this 30 minutes of video. You explained every thing that required to quick start with machine learning. I would suggest beginner to start learning from this video. Thanks a lot.

@laurencemoroney655 5 жыл бұрын

You're welcome! Thanks for your feedback :)

@zainabkhan5859 3 жыл бұрын

This is the best explanation on the internet, Thank you so much for this classy Talk.

@LaurenceMoroney 3 жыл бұрын

Oh wow!! Thank you so much! :)

@JousefM 5 жыл бұрын

Laurence always killing it! :)

@LaurenceMoroney 5 жыл бұрын

Thanks!

@POLAKADIVYAREDDYBEC 2 жыл бұрын

Respected ma’am, I am Polaka Divya Reddy from India, I came across your profile while applying for MITACS internship on Edge Devices. Your work is truly inspiring!! I was really intrigued by your work on software testing and federated learning. Your work on systematic mapping was very comprehensive and went in depth! Comparing the quality of automated test scripts has always been a challenge. In federated learning, I do feel that there is a need for better development tools so that we can build these FL systems easily, especially for application level support (APIs). I wanted to know if you faced any efficiency issue in edge FL due to computational power of edge nodes? Also, THANK YOU SO MUCH for these videos, it helped me revise concepts better. I really hope to work with you next year!

@monome3038 4 жыл бұрын

So simply explained, this is amazing, thank you

@laurencemoroney655 4 жыл бұрын

Thank you! :)

@marcodong3749 5 жыл бұрын

Machine learning Zero to Hero what a captivating title

@LaurenceMoroney 5 жыл бұрын

Thanks Marco! :)

@RavjiPindoria 5 жыл бұрын

Super presentation! Nice explanation on concepts in Machine Learning using TensorFlow, 'Convolutional layer,' and 'Pooling'.

@laurencemoroney655 5 жыл бұрын

Thanks Ravji!

@lindseytomas5041 4 жыл бұрын

This is amazing!!!! Machine learning Zero to Hero what a captivating title

@laurencemoroney655 4 жыл бұрын

Thanks, Lindsey! :)

@shriramkits01 4 жыл бұрын

This is how a quality teaching and explanation can help everyone to explore in depth rather than the traditional teaching and old school explanation does...

@LaurenceMoroney 4 жыл бұрын

Thanks!

@thedeg123 5 жыл бұрын

Stuff like this makes me so happy I'm a cs major

@laurencemoroney655 5 жыл бұрын

I was a Physics major :)

@waleedtawfeek9626 4 жыл бұрын

what a man !! i am a surgeon and hardly know how to open the computer and i understand what he did say !!

@LaurenceMoroney 4 жыл бұрын

Oh wow! Thanks Waleed!

@angelostarrUK 3 жыл бұрын

Not everyone who knows something is good at explaining it... this lecturer is fantastic!

@LaurenceMoroney 3 жыл бұрын

Thanks, Angelo!

@danieljdick 2 жыл бұрын

I have to say I wish I had gone through this video years ago. It's easier to play with blocks and learn what they look like before trying to learn the milling machinery to make your own blocks without. a clue of what a block looks like or why it looks that way.

@laurencemoroney655 2 жыл бұрын

Thanks! I hope it was useful to you.

@l4dybu9 3 жыл бұрын

That's the level of simplification we need...🙌🏻 thanks Laurence

@laurencemoroney655 3 жыл бұрын

@moosesnWoop 4 жыл бұрын

Thanks for the quality presentation! Really helps understand the process behind TF

@laurencemoroney655 4 жыл бұрын

Great! Glad you enjoyed! :)

@junaidsiddiquemusic 3 жыл бұрын

This is the best video that explains everything in detail. Thank you for this.

@LaurenceMoroney 3 жыл бұрын

Thanks!

@alialshami87 4 жыл бұрын

This is phenomenal. I have never seen an explanation like this before.

@LaurenceMoroney 4 жыл бұрын

Thanks!

@ritik84629 5 жыл бұрын

And somebody please give this man a hand of applause!

@laurencemoroney655 5 жыл бұрын

But is that hand a rock, a paper or a scissors? :)

@ritik84629 5 жыл бұрын

@@laurencemoroney655 I maid this comment related to avengers dialogue " And somebody please give this man a shield".

@laurencemoroney655 4 жыл бұрын

@@ritik84629 Haha! Thanks :)

@mycineclub20h30 Жыл бұрын

شكرا على الترجمة إلى اللغة العربية بالسرعة االفائقة و شكرا أيضا على مشاركة هذه القناة عبر الإيميل ونحن نتابع باهتمام كبير التوضيحات والشروحات المتعلقة بأخبار الذكاء الإصطناعي وآخر التطورات في هذا المجال

@tmnic6971 5 жыл бұрын

Was lucky to see Laurence in person when he did a presentation at my school. Thanks Laurence for an interesting and informative presentation! Got me interested in ML

@laurencemoroney655 5 жыл бұрын

Thanks Tm! Which school was this at?

@tmnic6971 5 жыл бұрын

It was at UH Manoa

@LaurenceMoroney 5 жыл бұрын

@@tmnic6971 Ah yes! What a great night that was! Hope to go back soon :)

@rahulsbhatt 4 жыл бұрын

I wish I could I attended it live :(, but this video is the best explanation of convolution you'll ever see!

@laurencemoroney655 4 жыл бұрын

We were the morning after the party the night before! Many people couldn't make it!

@ibnjay7 4 жыл бұрын

Very helpful explanation by Laurence! Hope to find more of his videos.

@laurencemoroney655 4 жыл бұрын

Thanks! There's lots of them in this channel :)

@anjalikhobragade7063 2 жыл бұрын

How it works.

@VivekGawande1 5 жыл бұрын

Great presentation! Loved how he explained the concept so clearly. Definitely going to try that codelab.

@LaurenceMoroney 5 жыл бұрын

Thanks, Vivek!

@robertalaverdyan3150 4 жыл бұрын

I love the way they talk. Excellent, I learned exactly what I was looking for))

@laurencemoroney655 4 жыл бұрын

That's great, thanks Robert!

@robertalaverdyan3150 4 жыл бұрын

@@laurencemoroney655 , by the way I love your videos and would highly appreciate if you could make one about recommendation systems based on matrix factorization, in perticular there practical implementation.

@laurencemoroney655 4 жыл бұрын

@@robertalaverdyan3150 Oh man. I'd need to learn that first :)

@dkutagulla 3 жыл бұрын

Simply the best ! Superbly complements Moroney’s book : AI and Machine Learning for Coders

@LaurenceMoroney 3 жыл бұрын

The feedback from this talk inspired it :)

@andyjeong9778 4 жыл бұрын

The best content for the Zero people. 👍

@LaurenceMoroney 4 жыл бұрын

You're never a zero person :)

@chrismorris5241 5 жыл бұрын

Nice explanations and tools. I think mainly why I am struggling to make use of machine learning is because I am attempting to implement it from scratch.

@laurencemoroney655 5 жыл бұрын

Good to start with high level stuff like this, and as you get more familiar, you can peel away the layers to optimize

@IvanGoncharovAI 5 жыл бұрын

Great talk! Helped to clear gaps in the understanding of conv nets

@laurencemoroney655 5 жыл бұрын

Great, glad you enjoyed :)

@Crowoeo2828 5 жыл бұрын

AMAZING presentation!

@LaurenceMoroney 5 жыл бұрын

Thanks!

@ogginger 5 жыл бұрын

Wow. Thank you so much for this!

@laurencemoroney655 5 жыл бұрын

You're welcome -- thank you for watching :)

@ekotete 3 жыл бұрын

great explanation mr Laurence... simplified explanation for complex things ... I have better understanding listen you. thank you

@LaurenceMoroney 3 жыл бұрын

THanks! :)

@gauravms6681 4 жыл бұрын

had seen your nlp intro vid that was brilliant loved this one to

@LaurenceMoroney 4 жыл бұрын

Awesome, thank you! :)

@emmanuelomia5422 3 жыл бұрын

wow this is just amazing. This is the best explanation of deep learning. Thanks much.

@LaurenceMoroney 2 жыл бұрын

Thanks!

@sothecominternational8973 4 жыл бұрын

is this the crispiest hd quality video on youtube? Excellent content too

@laurencemoroney655 4 жыл бұрын

You can choose video quality up to 1080p 60

@sinoBaseballer 4 жыл бұрын

Thank you! Always eager to learn.

@laurencemoroney655 4 жыл бұрын

Welcome!

@newstarttvchannel-ntv3635 2 жыл бұрын

Great content for starters to developers !!

@NoNTr1v1aL Жыл бұрын

Absolutely amazing video!

@wiLsonChoO93 5 жыл бұрын

This is a good explanation. Well done.

@LaurenceMoroney 5 жыл бұрын

Thanks! :)

@fugamantew 5 жыл бұрын

Awesome presentation! Thanks Google❤️

@laurencemoroney655 5 жыл бұрын

Glad you enjoyed, Fuga!

@salmaan03 5 жыл бұрын

How simply and very articulated explanation.

@LaurenceMoroney 5 жыл бұрын

Thanks Salman!

@ratulghosh3849 4 жыл бұрын

Nice explanation sir looking forward for more such sessions from you...

@LaurenceMoroney 4 жыл бұрын

Thanks! :)

@_abdul 5 жыл бұрын

Motivation for ML for me, Thank you.

@LaurenceMoroney 5 жыл бұрын

Welcome :)

@karthikeyanak9460 5 жыл бұрын

Excellent video. Title is aptly named. Learned a lot from it. Thanks a lot.

@LaurenceMoroney 5 жыл бұрын

Thanks so much! :)

@Siradanbirmuhendise 3 жыл бұрын

I might have been watched this 1 million times this week :D

@LaurenceMoroney 2 жыл бұрын

A-ha! So that's where all the views are coming from! :)

@varunnayyar3138 2 жыл бұрын

@@LaurenceMoroney you're sense of humor is commendable.

@techandlifestyle7767 5 жыл бұрын

Excellent Talking! Thanks!

@LaurenceMoroney 5 жыл бұрын

Thanks! :)

@abeerhasan9391 5 жыл бұрын

Thanks google io for publishing mechine learning tutorial.

@LaurenceMoroney 5 жыл бұрын

Welcome!

@shreyanshpalan2114 4 жыл бұрын

I wish i had watched this a year ago. Easy to understand with great details! Thank you, sir!

@LaurenceMoroney 4 жыл бұрын

Never too late!

@girijapanda1306 4 жыл бұрын

Salute to you Laurence what a great explanation!!

@laurencemoroney655 4 жыл бұрын

Thanks Girija! :)

@desmondwong5851 2 жыл бұрын

Thanks for the amazingly clear explanation!

@LaurenceMoroney Жыл бұрын

Welcome!

@atalsharma1591 3 жыл бұрын

Really wicked of you Mr Laurence Moroney. Thanks for teaching!

@laurencemoroney655 3 жыл бұрын

You're welcome, Atal!

@demoncloud6147 4 жыл бұрын

This video is so good and well explained, that even someone dumb like me can understand ! Thank you.

@laurencemoroney655 4 жыл бұрын

You're not dumb!