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

Kishalay Das KD
Kishalay Das KD
26.9 هزار بار بازدید - 12 ماه پیش - In this video, I have
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 Systems Analysis ...
MIT RES.6-012 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 (IIT-K)
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.

#gate2024 #gateexam #gate_preparation #gatedapaper #datascience #ai #iisc #iits
12 ماه پیش در تاریخ 1402/06/05 منتشر شده است.
26,963 بـار بازدید شده
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