10 Books to Learn Machine Learning

[@rifkyjihad]

List of books: 1. Incognito by David Eagleman 1:07 2. How Smart Machines Think by Sean Gerrish 3:38 3. The Hundred-Page Machine Learning Book by Andriy Burkov 4:19 4. Python Machine Learning (2nd Edition) by Sebastian Rasckha & Vahid Mirjalili 5:08 5. Deep Learning by Andrew W. Trask 6:24 6. Bayesian Methods For Hackers by Cameron Davidson - Pilon 8:44 7. Doing Data Science by Cathy O'Neil & Rachel Schutt 9:00 8. Reinforcement Learning by Richard S. Sutton & Andrew G. Barto 10:03 9. The Book of Why by Judea Pearl & Dana Mackenzie 11:01 10. Quantum Machine Learning by Peter Wittek 11:35

[@vibhanshusharma3150]

I would like to add 2 more to this list 1. Deep learning with python by Francis chollet 2. Deep learning by Ian goodfellow -- its more of theoretical book but if club with above one it will give overall idea. Read the concepts from it and implement it using the above one. Andriy Burkov is a good refresher, i read it every time i need a quick revision. Naked Statistics: Stripping the Dread from the Data is also a good one to reinforce your knowledge.

[@macdeep8523]

@@vibhanshusharma3150 tooo good

[@SirajRaval]

thanks!

[@atenciop123y]

Thanks a lot for putting this list together and for this extremely helpful video. I started reading Incognito and I love it. While I read this book, I can see parallels between deep learning algorithms and our human mind. Be blessed...

[@MelvinKoopmans]

Not to forget: Deep Learning by Yoshua Bengio & Ian Goodfellow Pattern Recognition and Machine Learning by Christopher Bishop

[@macdeep8523]

Bishop too good

[@kashishjain5010]

But they are not beginner friendly

[@adityapatil325]

@@kashishjain5010 Goodfellow's book is quite easy. For Bishop, you'll need undergrad level maths, but I don't think any other book will give you as deep insight as bishop does, especially if you are willing to put in effort to do the derivations yourself

[@MelvinKoopmans]

@@kashishjain5010 Well.. That's true. But it's necessary if you want to really understand machine learning. Having a good mathematical background certainly helps and is not something you can avoid, really.

[@kashishjain5010]

@@adityapatil325 have you read the Goodfellow's book?

[@bishwashpokhrel8779]

I want a day in a life of Siraj video... Its amazing how much you can stay so productive.

[@gaurav_gandhi]

Second this. Please do it

[@xompguru720]

Can join my robotics team

[@shawnjames3242]

Well i dont imagine plagiarizing research papers is that hard to do...

[@eBuddha33]

You are such a highly productive person, you are helping the world for a better future. Thanks for your contribution 😀

[@Kaizala1933]

Many pretend to change the world but only few are doing so, you siraj raval are one of those few, i've learnt a lot through this channel since a year and a half, you've helped me navigate in the maze of AI while i was stuck with clunky outdated books. May the universe reward you a hundrethfold for your work. with love from Kinshasa D.R.C(Africa)

[@Ritwik_Dash]

Just 2 words.........Pure Gold

[@gauravk4050]

Uploading videos every day!🥳!you are truely making the world a better by sharing this type of knowledge!!This is why your vision for internet open university For all with take its shape in the coming years!!😇🤹thanks Siraj , love from india...

[@marcusvuk1886]

Hey! What do you think about "hands on machine learning with scikit learn and tensorflow concepts" fro o'reilly?

[@sitcomrave]

Book sequence is written in different order in description. #5 and #6. Correct them

[@SirajRaval]

done thanks !

[@himanshuagarwal7960]

the best part of this video is that all the books here are free to download and read .. thats so great ...

[@sarrae100]

Reading book 1 of this list and omgg, what an awakening, doesn't matter u want to pursue AI or not, this book is a must read.

[@codedestiny6955]

But hands on machine learning with scikit learning and tensorflow is my favorite

[@randomrandom450]

Thank you, I'm a 15 years programmer, but not in machine learning but it's something I've been looking to try for fun for a while, but everything I found is either too generic "here how's a NN thinks" or too advanced. I'm looking for the dummy "hello world" of NN. I want the in dept begginer stuff first. I hope those books will help. Thank you !

[@manasgupta1909]

Finished 1st 2 books... Got a lot of insight about real life applications of ML till date... Thanks Siraj for the list.. 😊

[@RandomGuy-hi2jm]

what do you guys think of *hands on machine learning with scikit learn and tensorflow book from OReilly*

[@mmanuel6874]

I bought the book. Its good

[@gnuchrisfer9309]

great book!

[@armandeugen8471]

@Flo My Agree.Excelent book. Concepts are very well explained.Math plus coding plus some exercises.

[@mikkliish]

This is exactly what I've been looking for such a long time, especially a good book on bayesian probability as it relates to ML (so much material out there seems to assume you already have a strong background with it). I like how you organized the list to steadily ramp up the depth, but you've also tried to consider the breadth of the material. Great job!

[@yolomein415]

I already have a big understanding of how neural networks work and are trained. I also know the deep learning architectures of Computer Vision models and some NLP ones. I want to learn about Reinforcement learning more, I’m not a beginner to it. Do you recommend any intermideate-advanced books for me? Or should i stick to reading papers?

[@KiranChhatre]

Siraj, I just love your efforts while you make such a list of books man! I have finished 9 out of 10 AI for humanity book list on my way back and forth to my internship office! I would definitely start with these now! Just wanted to let you know that *DO NOT STOP WHAT YOU ARE DOING* !!!

[@thanmayi4126]

I would like to suggest 1. 'Introduction to statistical learning' for beginners 2. 'Elements of statistical learning 3. Pattern recognition and machine learning 4. Machine learning - An algorithmic perspective And always be passionately curious to learn :)

[@soumyadeeproy6611]

U are really a rockstar in the AI field. I am so glad that you released a list of books, it was much awaited

[@Aba9846]

I couldn't stop laughing at "reality is an illusion". You have a great sense of humour. Love your content man

[@nix99problems]

Siraj. Im proud of hommie! Indian making it great again!

[@over-analyzing-anime]

this was exactly what i was looking for. Thanks for always coming in clutch Siraj.

[@jorgeng1302]

As usual you are an amazing source of inspiration, thank you for all your work and please keep on doing this!

[@aow59]

Thank you for this contribution; I would love to see your Top 10 list for ML books with the criteria of 'free' removed!

[@susmitvengurlekar]

Thanks! Please also share the application (tools) you use to read and/or hear the PDF in a speedy manner (3x) in dark mode.

[@Adhil_parammel]

Moon reader

[@susmitvengurlekar]

@@Adhil_parammel Thanks.

[@hellblazerjj]

I'm going to read all of these books. Thanks so much for the recommendations and all of the amazing videos!

[@co6993]

Love your work Siraj!

[@fabiogomez8250]

I would like to add in this list another wonderful free book: An Introduction to Statistical Learning from Hastie and Tibshirani.

[@deojeetsarkar2006]

What do you think of Udemy lectures which are available to download, do they cover everything? Is it really necessary to read books? Why?

[@freediugh416]

two things: 1. Fantastic video with great suggestions. Would have been nice to know which ones you have personally read, however. 2. Love the end graphic with you, the equations, and the music. Looking good mah boi.

[@prasanthdevarapalli]

Thank you Siraj!😍 I have been waiting for this since long time

[@dhiahassen9414]

This guy is doing humanity a fovour wit this

[@alxleiva]

Thank you thank you thank you! You keep kindling our intellectual fire.

[@kevin_delaney]

*FYI* Incognito is missing at least one page after "ii" or after page 13 in the pdf Missing text can be found in Google Play Books Sample, Resumes on the 26th page and goes until the 28th. Then back to the free pdf :]

[@ashugulati2177]

Hey Siraj, the book Incognito is a great suggestion but there are some pages missing from it, can you send a better link to it? Thank you

[@kchannel5317]

Thank you Siraj for these book recommendations. I'm planning on reading more books this year. My dream is to start an AI company that helps create jobs instead of take them away. Your videos are my biggest inspiration, Your videos provided endlessly useful information, that make me realize I have alot of work ahead of me.

[@theailateshow368]

You are a gemstone

[@jacquesgouimenou9668]

Hi there, please don't forget Machine Learning Yearning by Andrew Ng; and Deep Learning: from Basics to Practice by Andrew Glassner.

[@full_viral_video_clips]

Sir, also please let us know what are the minimum number of programming languages we must know to learn data science and machine learning.

[@teerthbrahmbhatt9152]

If you know Python or R it should probably be just one!

[@nicklansbury3166]

Siraj, in your personal opinion, do you find it easier to learn this subject matter by reading books on the subject or by watching videos on the subject. I realise everyone is different but I'm interested to find out which of the two options you personally prefer. For me, I find I remember more from reading books but I struggle to stay focussed when reading. I find videos easier to follow but I feel I don't retain as much information as when I'm reading. Keep up the great work. You are doing a wonderful service. Thanks.

[@SirajRaval]

It’s videos for me, then blog posts, the. audiobooks, then books

[@nicklansbury3166]

@@SirajRaval Thanks for replying. That's interesting. Never in my wildest dreams would I have considered audiobooks for this type of subject. I will now try that out.

[@eastmagitv9141]

Deep learning by Andrew Trask pdf file only contains part of the book.. where can i get the full book?

[@bassplayer807]

Siraj what do you think about Hyperdimensional Conputing.... I have been reading about it lately cause AI is a field that I want to get into as of recent it’s 2019, going on 2020, and if I can learn to master AI, I would like to try and find a way to implement it into food production, make certain tasks less strenuous to humans, cause I work in a cheese distribution center, I’m pretty sure my my job should have been more automated a long time ago, we still happen to use technology from the 90’s for some odd reason. I’m wondering if I could turn the cheese factory in my rural town into a lights out factory by implementing state of the art AI.

[@hameezariz2902]

Could not find the "launch codes" (10:11) for Skynet tho..

[@amuhlongwane5714]

Good work permanently, Siraj. Thank you a mill', a bill'... :)

[@sreeprakashneelakantan5051]

Wow, fantastic work 🙏

[@abdallahgamal5092]

man this video is amazinggg love it so much thank you so much Siraj

[@mazenezzeddine8319]

Thanks, why you omitted typical ML textbooks used in universities such the the one written by chris bishop (Pattern Recognition and Machine Learning) or the deep learning textbook by yoshua Bengio, they are free (available online) etc...

[@sindhhuuartwork5938]

Awesome video Guru!

[@aminukano_]

Awesome resources, thanks for sharing!!

[@belegendary8645]

He makes it easy & that's a quality of a genius 😎🤓

Amazing list!

[@EliezerTseytkin]

Some of these books have relatively poor reviews. I think it's better to focus on the best ones, not specifically on free ones. Would be great if a variation of this list could be created by a pro without regard to whether free or not. I don't care if I need to pay $10 or $100 for something which is really the best.

[@wck2318]

Awesome amount of information, thanks for sharing this with us.

[@minthanthtoo]

Thanks a lot! This could change my learning curve drastically.

[@full_viral_video_clips]

Sir, I'm a huge fan of yours... your videos always motivates me....sir I want to know if it's possible to learn data science without learning machine learning?.... please do reply sir

[@janhavibabar9865]

No..Machine learning is soul of data science

[@DanteHellDrive]

I'll be taking up resolution to start them by today. Ty Siraj!

[@gaykarsamir]

You are the saviour ✌🏻

[@mustafabohra2070]

Unable to put together words to thank you! God bless you.

[@timhilt1185]

What kind of computer would i need to get started? I would want to try implementing stuff myself, but i only have a laptop with a mobile intel CPU, no GPU and i thought about building a desktop-GPU machine only because i don't want to get started and then a few weeks into the process realize that i can't continue reasonably because of the lack of computation power!

[@MinecraftZockaa]

Use Google Colab

[@cubingcubez6678]

Hats off to you Bro Thanks for this much knowledge

[@pramodkumargupta1824]

Really great video. The list seems very interesting.

[@TheBIMCoordinator]

This is a awesome list!

[@MichelC2000]

Great inspiring video! Out of curiosity what level of starting math/proba/stats knowledge are you implicitly assuming?

[@eventhatsme]

Thank you very much for the great compilation of free books! I will browse quickly through "Incognito", though, as the images that are used throughout the book seems to contain no valuable information and much of the examples related to these have no meaning.

[@sillycoder4795]

You always rock it...wonderfull

[@lamhepreeti50]

Siraj I have a problem, From past 6 months I wanted to learn Machine Learning and I was studying but now my interest in AI has gone down, how can I rebuild my Interest?

[@Granite455]

You are not alone

[@hinaali321]

Great and inspiring video for self learner like me. Thank you

[@yashguleria926]

Hi Siraj! what are your reviews on the book "Deep Learning by- Ian Goodfellow" ?

[@ronaldronald8819]

Hi Siraj great stuff. At 52 i need a cognition upgrade. What to do? Start jamming it in the old way or wait a view years and prepare to have a high bandwith brain interface installed?

[@Adhil_parammel]

We Need a vedio of real world problem solving using data science from A to Z by you

[@victorclaros8967]

amazing video-guide !!!!

[@ishanpurohit9762]

Siraj is on fire. first NLP curriculum then computer cision curruculum and now this on a row.

[@eBuddha33]

Well ! Thank you So much Siraj 😀

[@ipshitanandy2621]

Thank you so much.. It'll really helpful for me.. Do u know any resource on php, sql and js?

[@akbaralam8683]

make some tutorial for Probabilistic Programming and the WHY - reasoning

[@ispeakforthebeans]

Uh, will reading these books actually help me understand everything there is to know or is this just some kind of rough guide to set me on the path that I will have to discover for myself?

[@desireoverpain]

Nothing will help you understand everything, while anything that is helpful is just going to be a rough guide to help you on your path.

[@noneedtoknowthishandle]

I have finished 2 books now 8 more to go.

[@theaveragecoder6182]

Where have you find the Bayesian one

[@noneedtoknowthishandle]

@@theaveragecoder6182 I am reading The Hundred Page Machine Learning Book by Andrej Burkov right now. I guess the link for the book you are asking is already mentioned by Siraj.

[@Stagefire420]

Thanks for the info!

[@nazmulhudha7075]

Can anyone please give me the link of "Probabilistic Programming and Bayesian Methods for Hackers by Cameron Davidson"???? i badly need this ...Thanks in advance

[@SirajRaval]

In the description.

[@nazmulhudha7075]

From githib i got only code, no pdf

[@AsifAhmed-bf5hg]

Sir can you make video on how nowadays smart devices and IOT is being hacked and what ways they use .How to stop them

[@chatterjeeishika]

pls tell me how to crack ml engineering interviews as fresher

[@alexli5235]

Please, keep doing what you do bro

[@rohandeysarkar8443]

Hey Siraj, Can you please suggest a tensorflow tutorial available at github

[@sitharthanmirudhul5411]

Extraordinary video👍

[@jonatantibarovsky4234]

how do I access the 4th book? Python Machine Learning 2nd Edition by Sebastian Reschka. Cant manage to find a link to the pdf.

[@eventhatsme]

I was wondering the same thing. It appears that only the jupyter examples are available for free at github.

[@kumarsatyam6963]

Can you please list some book to learn block chain Basic to advance

[@carloscollaorubio4330]

Siraj, 1000 thanks!!

[@thefactwizard466]

Much love, thanks

[@anant8884]

Two of the most popular deep learning books by Michael Nielsen neuralnetworksanddeeplearning.com and The deeplearningbook.org by Ian Goodfellow were not listed. I think these deserved a place. Anyways, nice list.

[@MrWolly95]

Siraj do you think could be more interesting a researcher or a job in a company using ML. Theory or Practice? A merge of them should be the best, but what you think of this? I hope this could be a hint for a new video. :D

[@SrikanthReddyKaram]

I would definitely read them in 1 year.

[@GauravDhage]

Bro please make video on multi label classification, it is very important for me

[@vibhanshusharma3150]

kzbin.info/www/bejne/nXKugoKQat98jck

[@RichReads]

You da real MVP, thank you!

[@hrantbaloyan4652]

Siraj I have one question.What impact can have AI on human mind?And remember difference between brain and mind

[@bossgd100]

Make a top 10 books for math for machine learning pls

[@imraulemmaka511]

u didn't talk about math topics or any book to learn the related maths, does these books also teach the necessary maths?

[@stayinawesum]

Hey Siraj can u make a video on how to become a "bug bounty hunter"

[@austinmitchell2652]

Siraj, I know you focus on technical AI teaching, but I would love if you made a video I could show to my grandma or a 5 year old that explains the basic concepts of how AI works. There are too many people who are fooled into thinking that AI are already conscious living beings that we can't control, and need to know that for the most part AI models are just a bunch of math operations.

[@SirajRaval]

this is a larger project i've been working on for a few weeks. i'll reveal it in a few more stay tuned

[@camus6525]

Nice. Now, please, give us some pytorch books!