Study Materials for DA-Paper in Gate 2024 | Reference Books | Lecture Videos and Notes

In this video, I have recommended an exhaustive list of study materials for preparing a Data Science and AI paper, Gate-2024. Following are the references
***Probability and Statistics****
Ross S M,Introduction to Probability Models
Ross S M,First Course on Probability
P.G.Hoel, S.C.Port and C.J.Stone, Introduction to Probability Theory,
P.G.Hoel, S.C.Port and C.J.Stone, Introduction to Stochastic Processes,
MIT probability video
• 6.041 Probabilistic Sy...
• MIT RES.6-012 Introduc...
www.probabilitycourse.com/
***Linear Algebra****
Gilbert Strang Video - • Gilbert Strang lecture...
Introduction to Linear Algebra by Gilbert Strang
math.mit.edu/~gs/linearalgebra/
Linear Algebra and Its Applications by David C Lay
***Optimization****
Numerical Optimization - Shirish Shevade | IISc - NPTEL -
• Numerical Optimization...
***Machine Learning****
Pattern Recognition - PS Sastry | IISc - NPTEL -
• Pattern Recognition - ...
Stanford CS229: Machine Learning Full Course
• Stanford CS229: Machin...
Introduction to ML by Piyush Rai (IIT-K)
www.cse.iitk.ac.in/users/piyu...
Kevin Murphy, Machine Learning: A Probabilistic Perspective, MIT Press, 2012
Christopher Bishop, Pattern Recognition and Machine Learning, Springer, 2007.
Artificial Intellegence (AI)
An Introduction to Artificial Intelligence by Mausam
• An Introduction to Art...
By Prof Deepak Khemani
• Artificial Intelligenc...
Telegram Channel Link - t.me/kishalaydaskd
Timecodes
0:00 - Introduction.
1:55 - Probability and Statistics
6:15 - Linear Algebra
8:36 - Calculus and Optimization
9:55 - Programming, Data Structure and Algorithm
11:42 - Machine Learning
15:11 - Artificial Intellegence (AI)
16:39 - Database Management and Warehousing:
18:03 - Conclusion.
#gate2024 #gateexam #gate_preparation #gatedapaper #datascience #ai #iisc #iits

[@fyrozdada]

No one has given good multiple resources for DA paper like you sir. Thank you very much sir

[@kishalaydas]

Please do share with others.

[@SaiVardhan-bo3gd]

thank you so much man for making this video. a lot of info is given .

[@mudrikatiwari6057]

best and comprehensive so far❣

[@kishalaydas]

Thank you, do like and share

[@user-ho3ty5bn5f]

Immense Thanks for your thoughtful and valuable suggestions 🙌

[@kishalaydas]

You are welcome. Do share the videos with others

[@nirajdarji7193]

Thank you very much ✨

[@subhamoy7]

Very helpful.. Thank you dada❤

[@infinitezepto2453]

Thanks a lot sir🙏

[@learningcore289]

Thank you so much dada❤️ Very helpful video🔥

[@kishalaydas]

Glad to hear that

[@aayushsarkar2795]

Thankyou so much for this video ❤❤

[@kishalaydas]

Welcome. Please do share among friends, to whom it would be useful

[@user-kq3mb9sz1r]

Tq very much sir 💐

[@shubhankarmondal8690]

Planning to appear 😊

[@sumangoswami2620]

Very much helpful

[@kishalaydas]

Do share with others

[@shubhamjoshi2139]

Das Bhaiya, this is the best video for Gate DA paper, I found on KZbin. You mentioned two resources for Machine Learning. Both are excellent, but we have less time to prepare. What playlist should we follow for ML?

[@kishalaydas]

Anyone of those two you can refer, I suggest start following both,and after few times whichever suits you keep following that.

[@shubhamjoshi2139]

​@@kishalaydas Thanks Bhaiya, which should we learn first, machine learning or artificial intelligence after Probability & Stats ?

[@kishalaydas]

@@shubhamjoshi2139 First learn Probability & Stats /Linear Algebra, then machine learning or artificial intelligence

[@shubhamjoshi2139]

@@kishalaydas Thanks a lot

[@smrutiranjandalai4945]

Now also stoma offered by PS sastry.Most people of CSA and AI joined this course.

[@kishalaydas]

Great to hear ...a must for all iiscan

[@chetansonigara7935]

Professor Leonard is good for Calculus

[@Ankitsingh-yp1tw]

Yes Leonard is also great..for calculas.

[@vattikondadhanyasree3944]

Hi

[@santoshsahoo3118]

sir please make a video on good online coaching that will be good for guidance regarding gate DA PREPARATION. AND PLEASE COMMENT ON THE NEW GATE DA COURSE INTRODUCED BY GEEK FOR GEEKS

[@kishalaydas]

Sure

[@SonaliSarkar-ot6vf]

please make a google drive link for all this resources

[@kaboomofficial3473]

Hello thank you for providing this information .I wanted to ask can I only do the topics mentioned in Gate DA syllabus and skip other things in resources you mentioned? Does gate strictly follows the syllabus?

[@kishalaydas]

Yes you can skip other parts.

[@bawitamajhi7394]

Sir since it is an interdisciplinary course and i am from mechanical background looking forward to appear for DA as my Second paper will the level of questions be same as for those in CS ?

[@unidentifiedjeeaspirant8217]

I had the same question

[@kishalaydas]

Difficult to comment on the pattern of questions IISc will ask this year. But I think it wont be very tough. I guess it will be of medium level only.

[@pankajkumarbarman765]

Thank you so much Sir

[@deeprajmazumder6261]

Does the Patern recognision course of PS Sastry sir contains all the syllabus of DA paper? Ridge and logistic regression, cross validation etc? Because I cant find it

[@kishalaydas]

No it contains everything. You need to study them in details to get those. I guess in regression part, Ridge and logistic regression is there (around lecture number 11-13). cross validation is there at the end.

[@deeprajmazumder6261]

@@kishalaydas Okay dada, Bhujechi. One more doubt I have is, will it be better if I complete the probability and stats first and then go to the ML?

[@kishalaydas]

@@deeprajmazumder6261 yes that's better. Prob stat and LA agey complete kore ML e focus Kora uchit

[@deeprajmazumder6261]

@@kishalaydas Dada, There are students who are in DS industry but have no source to prepare for DSA for gate. Can you share some source?

[@kishalaydas]

@@deeprajmazumder6261 There are many resources for DSA. You can follow many NPTEL lectures, like one by prof Navin Garg IITD is really good. There are many lectures by foreign universities, many free youtube videos also available. Just search for it, you will get it. Also there are many standard books as well.

[@utkarshsingh3872]

How to check whether my preparation is going in right direction or not because there is no PYQ for this subject?

[@kishalaydas]

Try to solve examples and excersizes of standard books and see if you are able to solve them.

[@meghaghosh8013]

Thanks it's very helpful but can you tell me that any class we have to join many channels they provide classes of Gate in ds ai so joining the class is value of money or not,?

[@kishalaydas]

You can join any of them. What I feel about coaching is, coaching helps to understand topics quickly. If you do self study may be u need more time to get a topic, there coaching helps. But overall they contribute max 30% of the preparation. Rest 70% is self study. Hence whichever u join, most of the efforts you have to putfrom ur end

[@meghaghosh8013]

Thank you

[@ghanshyamnokhwal968]

Sir plz recommend books and videos for data structures and algorithms for non cs students...

[@vipulsingh8492]

Can you please share resources for DSA as well.? It would be a great help.

[@kishalaydas]

You can follow any standard resources of DSA, what u follow for CSE preparation. What I follow u will find in the descriptions of the follwoing video - kzbin.info/www/bejne/qF7Nk42AoLWYmaM

[@hsrr136]

Plssssss replyyyyy how is ace academy recorded lecture for gate cse, or do you have any recommwndation what should i follow for gate cse

[@kishalaydas]

As I already replied to your previous comments, ACE academy is really good for offline coaching. I am not sure whether they provide recorded lectures or not. If they do, you can definitely go for it.

[@traahimam]

What should i read for Python and DSA? And from where i can practice the questions?

[@kishalaydas]

Read CSE syllabus for DSA. Only practice python a bit for Python For Practice Follow this video - kzbin.info/www/bejne/b5uvZYahdq95jrs

[@traahimam]

@@kishalaydas Thanks for that Here you are referring to solve C previous year question papers. But i think so many things are different in Python when we compared to C so questions would be different. And i also belongs to Mechanical Branch so need more help on this.

[@kishalaydas]

For programming questions in gate, your logical understanding will be tested. Not the C or python syntax. Obviously you need to know python but basic coding logic and reasoning you can understand by solving previous year C questions. Hence I suggest that. Also C is tougher as it has pointers which python doesnot have.

[@sappiahmed]

Should I study the subjects simultaneously or study one subject at a time?

[@kishalaydas]

I recommend first study Probability and LA, then move to ML and AI. Data structures you can study parallely

[@nidhishchauhan2053]

Is Joe blitzstein stats110 enough for probability?

[@kishalaydas]

No idea..I haven't followed that book.

[@lavkumarsingh2915]

how is nptel video on introduction to machine learning by IIT M

[@kishalaydas]

No idea, never followed

[@udayjhariya4242]

For Machine learning 3b1b

[@noteuler314]

Can you comment on "Elements of statistical learning" book for machine learning?

[@kishalaydas]

That's not needed. That's for statistical learning theory...a different perspective of ML

[@surya7514]

@kishalaydas How about this book "An Introduction to Statistical Learning in Python" ?

[@kishalaydas]

@@surya7514 u can refer to these as well...there are many books. The books I mentioned are kind of state ogthe art books

[@surya7514]

@kishalaydas because if I follow a Swayam Nptel lecture, there the professor mainly recommends these two books 1. "The Elements of Statistical Learning" Or 2. "Pattern Recognition and Machine Learning Book" by Christopher Bishop and I found out that "An Introduction to Statistical Learning in Python" is a good book to start with. So, ultimately, the big question is, which book should I refer to as one textbook to follow in line with nptel lectures?

[@kishalaydas]

Yes, Elements of Statistical Learning is also a good book and many profs refer to this. But if you follow book by Christopher Bishop or Murfi, I feel that sufficicent. Now there are many books you can refer apart from these two. As you know there is no limit of learning.

[@ayushpal301]

Hello Sir, I wanna start my preparation from scratch from November, can i cover the syllabus, i have a Mathematics background too, can your course really guide me strategically?

[@kishalaydas]

Yes you can, give your best. Connect me in LinkedIn or Instagram. I will try to guide you

[@lipshamishra197]

What mtech course I can go for with Gate DA can I apply for mtech in CSIT

[@kishalaydas]

I think you can, but you will preferred in Mtech in AI. If you wish to join mtech cse, try cs/it paper

[@anjanadas4893]

👍👍💐💐

[@classicalchanduclassicalch811]

Hello sir can I do master in ai and ml after clearing only gate cse or it is mandatory to clear da

[@kishalaydas]

Check this video kzbin.info/www/bejne/i6ewqnSLZrF7ga8

[@pramodkoushiktr1895]

not mandatory

[@surya7514]

Bhaiya, next video me gate cs and gate da dono ko eksath karne ka 5 months preparation strategy chahihe.

[@kishalaydas]

Sure will make a strategy video.

[@surya7514]

​@@kishalaydas Bhaiya, ek aur request aap se - aap na isro ke liye vi ek series banao. avi vi isro exam-date announce nhi kiya he. Isro preparation strategy, books and resources for isro exam, isro related jaankari kaha milega ta ki isro related current affairs ke bare me hum aware rahe, written exam ke baad interview ke liye kya karna chahihe.... stuff like that. Your guidance is very much helpful to us in this time.🫶

[@kishalaydas]

@@surya7514 Sure thanks for the suggestion. Will make one for sure.

[@mandelbrot3162]

​@@surya7514Hey! Did ISRO mention their exam date ?

[@surya7514]

@@mandelbrot3162 till now answer is no.

[@umamaheswarareddymusirika5177]

Hello sir Is every university is having DA course? How many seats are there for DA course in university wise? Please provide them

[@kishalaydas]

This is the first time this paper is introduced, so hard to comment now. lets wait for the next year Mtech Admission, then it will be clear.

[@atishayjain690]

Greetings sir, how can we find a good test series for GATE DA exam?

[@kishalaydas]

Not sure, this is the first time paper is conducted. No coaching have any idea about the pattern of the paper.

[@Soham_-..-_9011]

What about DBMS Warehousing?

[@kishalaydas]

I mentioned in video it as data mining. I didnot find any standard resource. I suggest take each topic, search for tutorials and videos on that topic and prepare for it.

[@Soham_-..-_9011]

@@kishalaydas no worries thanks :)

[@oddman2435]

Can i get by only watching the lecture videos for probability and statistics ? Because i am only starting to prepare now and i dont think i have enough time to go threw the books

[@kishalaydas]

If you feel you can cover everything by that, you can do

[@swapnilbhattacharyya7451]

Etari dorkar chilo dada

[@kishalaydas]

Tor abar ki dorkar..tui ekhon ML er Don 😜😜

[@adutta3936]

Plsss refer books for non cse students i means books name,, vedio references as I am a math student......

[@kishalaydas]

The reference I had given in this video is same for everyone, cse and noncse.

[@prasadchowdhary2147]

Tell me the List of colleges I can apply after clearing exam

[@kishalaydas]

With good rank, you can apply in any IITs.

[@dileepbunny5133]

Please provide resources for Database

[@kishalaydas]

Follow any standard book you follow for CSE Syllabus.

[@linthoithongram4796]

Bro which playlist is best for gate mathematics in ur experience

[@kishalaydas]

I haven't gone through any playlist for math. I followed standard books and my notes for that. So I have no idea for this.

[@linthoithongram4796]

@@kishalaydas bro tell me which book gives easiest way to understand the concept

[@kumarakash953]

Can BA student apply for DA gate exam?

[@kishalaydas]

Not sure, but i guess they can. Please check the broucher

[@udaypradhan4647]

A better book for Probability and stats: Sheldon M. Ross - Introduction to Probability and Statistics for Engineers and Scientists

[@kishalaydas]

thanks for suggestion

[@poojababu3066]

For general aptitude topics bro

[@kishalaydas]

Will make a video soon. Stay Tuned

[@santoshsahoo3118]

sir i am a mechanical graduate, and i want to appear for this DA & Ai paper ( GATE 2025 ), i have gone through the syllabus provided by the gate and i am comfortable with the math and the programing and data structure part of the syllabus , but rest of the syllabus i have no idea about as i have never studied those. Please sir can you make a video upon this topic sharing your view on how difficult/feasible this paper is for someone who is not from COMPUTER SCIENCE BACKGROUND ! and if it is possible for a non-cse candidate, can you guide a roadmap to succeed in this exam and things like if any coaching is required over self study; also about how is CDS department different from DS & Ai. i am really looking for your answer, please kindly address it . thanks for your awesome work.

[@kishalaydas]

1) AI/ML if you are not comfortable, dont take DA paper as your main paper. Try it as second paper. 2) If you are not from CSE, you might face difficulties in DSA and DBMS part. Other than that Math is common for all. And ML is new for all, even if you have studies in Btech. 3) Roadmap is diffcult to say, follow normal preparation strategy. If you are confused how to follow, I think coaching will definitely help you.

[@santoshsahoo3118]

@@kishalaydas sir what will be the difference between CDS iisc Bangalore and data science department there , with respect to course structure

[@kishalaydas]

@@santoshsahoo3118 almost same...

[@karthick...]

If you completed all of the resources mentioned in this video you have nothing to learn more in m tech 😂 ( just for fun)

[@kishalaydas]

Lollz 😆. No there will be still a lots of scope of learning from the practical part point of vw of ML.