Module NameDownload


Sl.No Chapter Name MP4 Download
1Introduction to course and vectors Download
2Vector Spaces: Definition and Examples Download
3Vector Subspaces: Examples and Properties Download
4Vector Subspaces: Basis and Dimensions Download
5Linear Transformations Download
6Norms and Spaces Download
7Orthogonal Complements and Projection operator Download
8Eigen pairs and properties Download
9Special matrices and Properties Download
10Least Square Approximation and Minimum Norm Solution Download
11Singular Value Decomposition Download
12SVD: Properties and Applications Download
13Low Rank Approximation Download
14Gram Schmidt process Download
15Polar Decomposition Download
16Principal Component Analysis-I Download
17PCA-II: Derivation and Examples Download
18Linear Discriminant Analysis Download
19Minimal Polynomial and Jordan Canonical Form-I Download
20Minimal Polynomial and Jordan Canonical Form-II Download
21Basic Concepts of Calculus-I Download
22Basic Concepts of Calculus-II Download
23Convex Sets and Functions Download
24Properties of convex functions-I Download
25Properties of convex functions-II Download
26Unconstrained Optimization Download
27Constrained Optimization-I Download
28Constrained Optimization-II Download
29Steepest Descent Method Download
30Newton's and Penalty Function Methods Download
31Review on Probability Download
32Bayes' Theorem and Random Variables Download
33Expectation and Variance Download
34Few Probability Distributions Download
35Joint Probability Distributions and Covariance Download
36Introduction to SVM Download
37Error minimizing LPP Download
38Concepts of Duality Download
39Hard Margin Classifier Download
40Soft Margin Classifier Download

Sl.No Chapter Name English
1Introduction to course and vectors PDF unavailable
2Vector Spaces: Definition and Examples PDF unavailable
3Vector Subspaces: Examples and Properties PDF unavailable
4Vector Subspaces: Basis and Dimensions PDF unavailable
5Linear Transformations PDF unavailable
6Norms and Spaces PDF unavailable
7Orthogonal Complements and Projection operator PDF unavailable
8Eigen pairs and properties PDF unavailable
9Special matrices and Properties PDF unavailable
10Least Square Approximation and Minimum Norm Solution PDF unavailable
11Singular Value Decomposition PDF unavailable
12SVD: Properties and Applications PDF unavailable
13Low Rank Approximation PDF unavailable
14Gram Schmidt process PDF unavailable
15Polar Decomposition PDF unavailable
16Principal Component Analysis-I PDF unavailable
17PCA-II: Derivation and Examples PDF unavailable
18Linear Discriminant Analysis PDF unavailable
19Minimal Polynomial and Jordan Canonical Form-I PDF unavailable
20Minimal Polynomial and Jordan Canonical Form-II PDF unavailable
21Basic Concepts of Calculus-I PDF unavailable
22Basic Concepts of Calculus-II PDF unavailable
23Convex Sets and Functions PDF unavailable
24Properties of convex functions-I PDF unavailable
25Properties of convex functions-II PDF unavailable
26Unconstrained Optimization PDF unavailable
27Constrained Optimization-I PDF unavailable
28Constrained Optimization-II PDF unavailable
29Steepest Descent Method PDF unavailable
30Newton's and Penalty Function Methods PDF unavailable
31Review on Probability PDF unavailable
32Bayes' Theorem and Random Variables PDF unavailable
33Expectation and Variance PDF unavailable
34Few Probability Distributions PDF unavailable
35Joint Probability Distributions and Covariance PDF unavailable
36Introduction to SVM PDF unavailable
37Error minimizing LPP PDF unavailable
38Concepts of Duality PDF unavailable
39Hard Margin Classifier PDF unavailable
40Soft Margin Classifier PDF unavailable


Sl.No Language Book link
1EnglishNot Available
2BengaliNot Available
3GujaratiNot Available
4HindiNot Available
5KannadaNot Available
6MalayalamNot Available
7MarathiNot Available
8TamilNot Available
9TeluguNot Available