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Course10610624536 lectures

Optimisation for Machine Learning: Theory and Implementation (Hindi)

Prof. Pravesh Biyani · IIIT Delhi

Start with lecture 1 At NPTEL

Lectures

Sample Programming assignment

  1. Basics of Linear Algebra: Linear Independence Video
  2. Linear Algebra: Rank of a matrix Video
  3. Linear Algebra - Subspaces of a matrix -1 Video
  4. Linear Algebra - Subspaces of a matrix -2 Video
  5. Linear Algebra -- Null space Video
  6. Linear Algebra -- Eigen Vectors/Values of a matrix -1 Video
  7. Linear Algebra -- Eigen Vectors/Values of a matrix -2 Video

Week 0

  1. Programming Eigen Decomposition using Python Video
  2. Singular Value Decomposition - 1 Video
  3. Singular Value Decomposition - 2 Video

week-03

  1. Principal Component Analysis - 1 Video
  2. Principal Component Analysis - 2 Video
  3. Principal Component Analysis - 3 Video
  4. Principal Component Analysis - Coding Video
  5. Machine Learning - Overview Video
  6. Optimisation Problems Video

week-04

  1. Gradient of a Vector Valued Function -1 Video
  2. Gradient of a Vector Valued Function -2 Video
  3. Neural Netowrks - Overview Video
  4. Neural Netowrks - Backpropagation Video

week-05

  1. Optimisation - Introduction to optimisation problems Video
  2. Optimisation - Relaxation and approximate convergence Video
  3. Optimisation - First Order Optimality Condition Video
  4. Optimisation - Second Order Optimality Condition Video

week-06

  1. Proof of Second Order Optimality Condition, Gradient Methods Video
  2. Gradient Descent -2 Video
  3. Variants of Gradient Descent -1 Video
  4. Variants of Gradient Descent -2 Video

week-07

  1. Variants of Gradient Descent -3 Video
  2. Convex Sets Video
  3. Convex Functions Video
  4. Duality and Lagrangian - Part 1 Video

week-08

  1. Duality and Lagrangian - Part 2 Video
  2. Duality and Lagrangian - Part 3 Video
  3. Coding: Introduction to Pytorch Video
  4. Guest Lecture: Support Vector Machine Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIIT Delhi
Department
Computer Science and Engineering
Teacher
Prof. Pravesh Biyani
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
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