CS-456 Artificial Neural Networks

Wulfram Gerstner, École polytechnique fédérale de Lausanne (EPFL)

15 April 2020, 95 videos, 45633 views, Open Channel

Class on Artificial Neural Networks and Reinforcement Learning designed for EPFL master students in CS and related disciplines.

Viewable by everyone.

01Intro1.1, General Introduction to the field of Artificial Neural Networks

25 February 2021, 1002 views

01Intro1.2, General Introduction to Artificial Neural Networks: Image classification

25 February 2021, 434 views

01Intro1.3, General Introduction into Artificial Neural Networks: part 3/reward-based learning

25 February 2021, 417 views

01Intro2.1, Introduction to supervised learning, classification and simple perceptrons

25 February 2021, 467 views

01Intro2.2, Introduction to supervised learning

25 February 2021, 388 views

01Intro2.3, Introduction: classification by a simple perceptron

25 February 2021, 534 views

01Intro2.4, Introduction to the Perceptron Algorithm

25 February 2021, 533 views

01Intro2.5, Introduction to learning by stochastic gradient descent (simple perceptron)

25 February 2021, 508 views

02ReinforcementLearning1.1, Reward-based learning as Reinforcement Learning

3 March 2021, 558 views

02ReinforcementLearning1.2, Elements of Reinforcement Learning

3 March 2021, 501 views

02ReinforcementLearning1.2B, Quiz to Elements of Reinforcement Learning

3 March 2021, 425 views

02ReinforcementLearning1.3, One-step horizon (bandit problems)

3 March 2021, 552 views

02ReinforcementLearning1.3B, Quiz to Bandit problems

3 March 2021, 429 views

02ReinforcementLearning1.4A, Exploration versus Exploitation

11 March 2021, 428 views

02ReinforcementLearning1.4B, Quiz to Softmax

1 April 2021, 340 views

02ReinforcementLearning1.5A, Bellman equation

11 March 2021, 449 views

02ReinforcementLearning1.6A, SARSA algorithm

11 March 2021, 452 views

02ReinforcementLearning1.6B, Relation of SARSA and Bellman equation

5 March 2021, 451 views

03ReinforcementLearning2.1A, BackUp Diagrams

15 March 2021, 431 views

03ReinforcementLearning2.2, Variations of SARSA

10 March 2021, 407 views

03ReinforcementLearning2.3, TD Learning

10 March 2021, 464 views

03ReinforcementLearning2.4, Monte-Carlo Methods for Reinforcement Learning

10 March 2021, 620 views

03ReinforcementLearning2.4B, Quiz to Monte-Carlo Methods

10 March 2021, 364 views

03ReinforcementLearning2.5, Eligibility Traces

10 March 2021, 489 views

03ReinforcementLearning2.6, n-step TD methods

10 March 2021, 398 views

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