| Module Name | Download |
|---|---|
| noc20_ma35_assignment_Week_1 | noc20_ma35_assignment_Week_1 |
| noc20_ma35_assignment_Week_2 | noc20_ma35_assignment_Week_2 |
| noc20_ma35_assignment_Week_3 | noc20_ma35_assignment_Week_3 |
| noc20_ma35_assignment_Week_4 | noc20_ma35_assignment_Week_4 |
| noc20_ma35_assignment_Week_5 | noc20_ma35_assignment_Week_5 |
| noc20_ma35_assignment_Week_6 | noc20_ma35_assignment_Week_6 |
| noc20_ma35_assignment_Week_7 | noc20_ma35_assignment_Week_7 |
| noc20_ma35_assignment_Week_8 | noc20_ma35_assignment_Week_8 |
| Sl.No | Chapter Name | MP4 Download |
|---|---|---|
| 1 | Introduction to course and vectors | Download |
| 2 | Vector Spaces: Definition and Examples | Download |
| 3 | Vector Subspaces: Examples and Properties | Download |
| 4 | Vector Subspaces: Basis and Dimensions | Download |
| 5 | Linear Transformations | Download |
| 6 | Norms and Spaces | Download |
| 7 | Orthogonal Complements and Projection operator | Download |
| 8 | Eigen pairs and properties | Download |
| 9 | Special matrices and Properties | Download |
| 10 | Least Square Approximation and Minimum Norm Solution | Download |
| 11 | Singular Value Decomposition | Download |
| 12 | SVD: Properties and Applications | Download |
| 13 | Low Rank Approximation | Download |
| 14 | Gram Schmidt process | Download |
| 15 | Polar Decomposition | Download |
| 16 | Principal Component Analysis-I | Download |
| 17 | PCA-II: Derivation and Examples | Download |
| 18 | Linear Discriminant Analysis | Download |
| 19 | Minimal Polynomial and Jordan Canonical Form-I | Download |
| 20 | Minimal Polynomial and Jordan Canonical Form-II | Download |
| 21 | Basic Concepts of Calculus-I | Download |
| 22 | Basic Concepts of Calculus-II | Download |
| 23 | Convex Sets and Functions | Download |
| 24 | Properties of convex functions-I | Download |
| 25 | Properties of convex functions-II | Download |
| 26 | Unconstrained Optimization | Download |
| 27 | Constrained Optimization-I | Download |
| 28 | Constrained Optimization-II | Download |
| 29 | Steepest Descent Method | Download |
| 30 | Newton's and Penalty Function Methods | Download |
| 31 | Review on Probability | Download |
| 32 | Bayes' Theorem and Random Variables | Download |
| 33 | Expectation and Variance | Download |
| 34 | Few Probability Distributions | Download |
| 35 | Joint Probability Distributions and Covariance | Download |
| 36 | Introduction to SVM | Download |
| 37 | Error minimizing LPP | Download |
| 38 | Concepts of Duality | Download |
| 39 | Hard Margin Classifier | Download |
| 40 | Soft Margin Classifier | Download |
| 41 | Lecture 41: Unconstrained Optimization | Download |
| 42 | Lecture 42: Constrained Optimization-I | Download |
| 43 | Lecture 43: Constrained Optimization-II | Download |
| 44 | Lecture 44: Steepest Descent method | Download |
| 45 | Lecture 45: Newton's and Penalty function method | Download |
| Sl.No | Chapter Name | English |
|---|---|---|
| 1 | Introduction to course and vectors | Download To be verified |
| 2 | Vector Spaces: Definition and Examples | Download To be verified |
| 3 | Vector Subspaces: Examples and Properties | Download To be verified |
| 4 | Vector Subspaces: Basis and Dimensions | Download To be verified |
| 5 | Linear Transformations | Download To be verified |
| 6 | Norms and Spaces | Download To be verified |
| 7 | Orthogonal Complements and Projection operator | Download To be verified |
| 8 | Eigen pairs and properties | Download To be verified |
| 9 | Special matrices and Properties | Download To be verified |
| 10 | Least Square Approximation and Minimum Norm Solution | Download To be verified |
| 11 | Singular Value Decomposition | Download To be verified |
| 12 | SVD: Properties and Applications | Download To be verified |
| 13 | Low Rank Approximation | Download To be verified |
| 14 | Gram Schmidt process | Download To be verified |
| 15 | Polar Decomposition | Download To be verified |
| 16 | Principal Component Analysis-I | Download To be verified |
| 17 | PCA-II: Derivation and Examples | Download To be verified |
| 18 | Linear Discriminant Analysis | Download To be verified |
| 19 | Minimal Polynomial and Jordan Canonical Form-I | Download To be verified |
| 20 | Minimal Polynomial and Jordan Canonical Form-II | Download To be verified |
| 21 | Basic Concepts of Calculus-I | Download To be verified |
| 22 | Basic Concepts of Calculus-II | Download To be verified |
| 23 | Convex Sets and Functions | Download To be verified |
| 24 | Properties of convex functions-I | Download To be verified |
| 25 | Properties of convex functions-II | Download To be verified |
| 26 | Unconstrained Optimization | Download To be verified |
| 27 | Constrained Optimization-I | Download To be verified |
| 28 | Constrained Optimization-II | Download To be verified |
| 29 | Steepest Descent Method | Download To be verified |
| 30 | Newton's and Penalty Function Methods | Download To be verified |
| 31 | Review on Probability | Download To be verified |
| 32 | Bayes' Theorem and Random Variables | Download To be verified |
| 33 | Expectation and Variance | Download To be verified |
| 34 | Few Probability Distributions | Download To be verified |
| 35 | Joint Probability Distributions and Covariance | Download To be verified |
| 36 | Introduction to SVM | Download To be verified |
| 37 | Error minimizing LPP | Download To be verified |
| 38 | Concepts of Duality | Download To be verified |
| 39 | Hard Margin Classifier | Download To be verified |
| 40 | Soft Margin Classifier | Download To be verified |
| 41 | Lecture 41: Unconstrained Optimization | PDF unavailable |
| 42 | Lecture 42: Constrained Optimization-I | PDF unavailable |
| 43 | Lecture 43: Constrained Optimization-II | PDF unavailable |
| 44 | Lecture 44: Steepest Descent method | PDF unavailable |
| 45 | Lecture 45: Newton's and Penalty function method | PDF unavailable |
| Sl.No | Language | Book link |
|---|---|---|
| 1 | English | Not Available |
| 2 | Bengali | Not Available |
| 3 | Gujarati | Not Available |
| 4 | Hindi | Not Available |
| 5 | Kannada | Not Available |
| 6 | Malayalam | Not Available |
| 7 | Marathi | Not Available |
| 8 | Tamil | Not Available |
| 9 | Telugu | Not Available |