In this video, I have recommended an exhaustive list of study materials for preparing a Data Science and AI paper, Gate2024. 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 Systems Analysis ...
• MIT RES.6012 Introduction to Probabi...
https://www.probabilitycourse.com/
***Linear Algebra****
Gilbert Strang Video • Gilbert Strang lectures on Linear Alg...
Introduction to Linear Algebra by Gilbert Strang
https://math.mit.edu/~gs/linearalgebra/
Linear Algebra and Its Applications by David C Lay
***Optimization****
Numerical Optimization Shirish Shevade | IISc NPTEL
• Numerical Optimization Shirish Shev...
***Machine Learning****
Pattern Recognition PS Sastry | IISc NPTEL
• Pattern Recognition PS Sastry | IIS...
Stanford CS229: Machine Learning Full Course
• Stanford CS229: Machine Learning Full...
Introduction to ML by Piyush Rai (IITK)
https://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 Artificial Intelli...
By Prof Deepak Khemani
• Artificial Intelligence Search Meth...
Telegram Channel Link https://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.
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