Some Free Standard Resources for GATE DA

Question

Hi all, below are some free standard video lectures for GATE DA:

Artificial Intelligence: 

1.  CS60045 Artificial Intelligence (IIT KGP):

   A semester-length UG/PG level course on AI taken by two of the most renowned professors at IIT Kharagpur.

   Instructors

   Prof. Pallab Dasgupta Prof. Partha Pratim Chakrabarti

2. An Introduction to Artificial Intelligence (IIT Delhi):

   A semester-length UG-level course at IIT Delhi (which has also been added as an NPTEL course) taken by one of the best AI researchers in the country.

   Instructors

   Prof. Mausam

 

Machine Learning:

      1. Machine Learning Specialization

 

The most popular course on ML. Everything is explained in simple beginner-friendly language. (Please note that this course can be audited for free in Coursera)

Instructors

Prof. Andrew NG

 

 

2. Introduction to Machine Learning(Course sponsored by Aricent), IIT Madras

   Another great course

   Instructors

   Prof. Balaraman Ravindran

 

 

Statistics and Data Analytics: 

1.  CS61061 Data Analytics (IIT KGP):

   A semester-length PG-level course on Data Analytics taken by one of the most renowned professors at IIT Kharagpur.

   Instructors

   Prof. Debasis Samanta

 

Calculus and Optimization:

1. Basic Calculus for Engineers, Scientists and Economists

2. Foundations of Optimization, IIT Kanpur

   Instructors

   Prof. Joydeep Dutta

Programming, Data Structures and Algorithms:

1. Programming, Data Structures and Algorithms using Python, Chennai Mathematical Institute

   Instructors

   Prof. Madhavan Mukund

 

 

I am not adding resources for the subjects already present in GATE CSE as there are already many blogs on gatecse.in and gateoverflow.in. Also, there are some other topics like Data Warehousing but I think some simple Google searches should be enough to learn those topics.
All the very best and happy learning😊

 

 

Comments

Great work @Alapan Chatterjee 

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Thanks a lot, sir!

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Bhaiya, Can you recommend standard books for these subjects?

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Probability and Statistics:

Slides and problem sets will be uploaded on this website for the next 3 months on a weekly basis(Thursday and Friday). Watch the lectures, go through the slides, search on Google if necessary and solve the practice problems regularly. This should be more than enough for the probability and statistics part. 

Website Link: https://cse.iitkgp.ac.in/~dsamanta/courses/da/index.html

YouTube Playlist: https://www.youtube.com/watch?v=rF5G1oNV3zM&list=PL_qVBOSlZLkL2e4Mp2TilSNGBEzp80JFd

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@vbsurya, You'll find the book lists for each subject in the course pages mentioned above.

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How do you audit the andrew ng course for free !? I'm not able to find any such option

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can you share database and data warehousing Notes and resources  for Gates and also Mock test papers of Gate DA Syllabus

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Ty bro 😁