NPTEL : ACM Summer School on Algorithmic and Theoretical Aspects of Machine Learning (Special Lecture Series)

Co-ordinators : Meenakshi D'Souza


Lecture 1 - Learning on Finite State Automata and Decision Session - 1

Lecture 2 - Learning on Finite State Automata and Decision Session - 2

Lecture 3 - Learning on Finite State Automata and Decision Session - 3

Lecture 4 - Probability Session - 1

Lecture 5 - Probability Session - 2

Lecture 6 - Probability Session - 3

Lecture 7 - Probability Session - 4

Lecture 8 - Probability Session - 5

Lecture 9 - Probability Session - 6

Lecture 10 - Probability Session - 7

Lecture 11 - Probability Session - 8

Lecture 12 - Probability Session - 9

Lecture 13 - Probability Session - 10

Lecture 14 - Algebra for Machine Learning Session - 1

Lecture 15 - Algebra for Machine Learning Session - 2

Lecture 16 - Algebra for Machine Learning Session - 3

Lecture 17 - Crptography and Machine Learning

Lecture 18 - Neural Networks Session - 1

Lecture 19 - Neural Networks Session - 2

Lecture 20 - Neural Networks Session - 3

Lecture 21 - Neural Networks Session - 4

Lecture 22 - Neural Networks Session - 5

Lecture 23 - Enterprise Applications of ML Session - 1

Lecture 24 - Basic of Algorithm Design Session - 1

Lecture 25 - Basic of Algorithm Design Session - 2

Lecture 26 - Basic of Algorithm Design Session - 3

Lecture 27 - Basic of Algorithm Design Session - 4

Lecture 28 - Introduction to Optimization Session - 1

Lecture 29 - Introduction to Optimization Session - 2

Lecture 30 - Introduction to Reinforcement Learning Session - 1

Lecture 31 - Introduction to Reinforcement Learning Session - 2

Lecture 32 - Introduction to Reinforcement Learning Session - 3

Lecture 33 - Introduction to Reinforcement Learning Session - 4

Lecture 34 - Introduction to Reinforcement Learning Session - 5

Lecture 35 - Introduction to Reinforcement Learning Session - 6

Lecture 36 - Introduction to Reinforcement Learning Session - 7

Lecture 37 - Introduction of Cryptography Session - 1

Lecture 38 - Introduction of Cryptography Session - 2

Lecture 39 - Introduction of Cryptography Session - 3

Lecture 40 - Compressive Sensing Session - 1

Lecture 41 - Compressive Sensing Session - 2

Lecture 42 - Compressive Sensing Session - 3

Lecture 43 - Compressive Sensing Session - 4

Lecture 44 - Compressive Sensing Session - 5

Lecture 45 - Compressive Sensing Session - 6

Lecture 46 - Compressive Sensing Session - 7

Lecture 47 - Compressive Sensing Session - 8