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
[ Ссылка ]
[ Ссылка ]

[ Ссылка ]

****Linear Algebra*****
Gilbert Strang Video - [ Ссылка ]

Introduction to Linear Algebra by Gilbert Strang
[ Ссылка ]

Linear Algebra and Its Applications by David C Lay

****Optimization*****

Numerical Optimization - Shirish Shevade | IISc - NPTEL -
[ Ссылка ]

****Machine Learning*****

Pattern Recognition - PS Sastry | IISc - NPTEL -
[ Ссылка ]

Stanford CS229: Machine Learning Full Course
[ Ссылка ]

Introduction to ML by Piyush Rai (IIT-K)
[ Ссылка ]

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
[ Ссылка ]

By Prof Deepak Khemani
[ Ссылка ]


Telegram Channel Link - [ Ссылка ]

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

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