CS 440 Fall 2020

CS 440 Fall 2020

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Video lectures for CS 440, Fall 2020, Margaret Fleck

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CS 440 (Fall 2020) Farewell

duration 5 minutes 2 seconds

CS 440 (Fall 2020) Farewell

CS 440 (Fall 2020) Farewell

From Margaret Fleck

176 plays 0
Brief farewell
CS 440 (Fall 2020) Games 5

duration 16 minutes 5 seconds

CS 440 (Fall 2020) Games 5

CS 440 (Fall 2020) Games 5

From Margaret Fleck

374 plays 0
Stochastic games
CS 440 (Fall 2020) Games 4

duration 11 minutes 33 seconds

CS 440 (Fall 2020) Games 4

CS 440 (Fall 2020) Games 4

From Margaret Fleck

271 plays 0
Minimax and alpha-beta pruning: the details
CS 440 (Fall 2020) Games 3

duration 15 minutes 9 seconds

CS 440 (Fall 2020) Games 3

CS 440 (Fall 2020) Games 3

From Margaret Fleck

335 plays 0
Alpha-beta pruning: high-level idea
CS 440 (Fall 2020) Games 2

duration 17 minutes 29 seconds

CS 440 (Fall 2020) Games 2

CS 440 (Fall 2020) Games 2

From Margaret Fleck

313 plays 0
Minimax search, including evaluating game state
CS 440 (Fall 2020) Games 1

duration 16 minutes 1 second

CS 440 (Fall 2020) Games 1

CS 440 (Fall 2020) Games 1

From Margaret Fleck

323 plays 0
Overview of AI Game playing problem
CS 440 (Fall 2020) Planning 4

duration 23 minutes 2 seconds

CS 440 (Fall 2020) Planning 4

CS 440 (Fall 2020) Planning 4

From Margaret Fleck

295 plays 0
Plan-space (partial order) planning
CS 440 (Fall 2020) Planning 3

duration 17 minutes 48 seconds

CS 440 (Fall 2020) Planning 3

CS 440 (Fall 2020) Planning 3

From Margaret Fleck

312 plays 0
Situation space planning, backward planning, hierarchical planning and the Sussman anomaly
CS 440 (Fall 2020) Planning 2

duration 21 minutes 32 seconds

CS 440 (Fall 2020) Planning 2

CS 440 (Fall 2020) Planning 2

From Margaret Fleck

368 plays 0
History, applications, limitations of the representation
CS 440 (Fall 2020) Planning 1

duration 8 minutes 54 seconds

CS 440 (Fall 2020) Planning 1

CS 440 (Fall 2020) Planning 1

From Margaret Fleck

392 plays 0
Introduction to classical planning
CS 440 (Fall 2020) Reinforcement Learning 6

duration 16 minutes 30 seconds

CS 440 (Fall 2020) Reinforcement Learning 6

CS 440 (Fall 2020) Reinforcement Learning 6

From Margaret Fleck

337 plays 0
Q learning: TD and SARSA
CS 440 (Fall 2020) Constraint Satisfaction 3

duration 16 minutes 46 seconds

CS 440 (Fall 2020) Constraint Satisfaction 3

CS 440 (Fall 2020) Constraint Satisfaction 3

From Margaret Fleck

367 plays 0
Constraint propagation
CS 440 (Fall 2020) Constraint Satisfaction 2

duration 18 minutes 47 seconds

CS 440 (Fall 2020) Constraint Satisfaction 2

CS 440 (Fall 2020) Constraint Satisfaction 2

From Margaret Fleck

312 plays 0
Hill climbing, backtracking search, forward checking
CS 440 (Fall 2020) Constraint Satisfaction 1

duration 14 minutes 45 seconds

CS 440 (Fall 2020) Constraint Satisfaction 1

CS 440 (Fall 2020) Constraint Satisfaction 1

From Margaret Fleck

329 plays 0
Overview of constraint satisfaction problems
CS 440 (Fall 2020) Reinforcement Learning 5

duration 15 minutes 46 seconds

CS 440 (Fall 2020) Reinforcement Learning 5

CS 440 (Fall 2020) Reinforcement Learning 5

From Margaret Fleck

390 plays 0
Q learning (the equations)
CS 440 (Fall 2020) Reinforcement Learning 4

duration 14 minutes 44 seconds

CS 440 (Fall 2020) Reinforcement Learning 4

CS 440 (Fall 2020) Reinforcement Learning 4

From Margaret Fleck

372 plays 0
Reinforcement Learning (overview of how the agent learns)
CS 440 (Fall 2020) Reinforcement Learning 3

duration 10 minutes 58 seconds

CS 440 (Fall 2020) Reinforcement Learning 3

CS 440 (Fall 2020) Reinforcement Learning 3

From Margaret Fleck

386 plays 0
Policy iteration
CS 440 (Fall 2020) Reinforcement Learning 2

duration 17 minutes 40 seconds

CS 440 (Fall 2020) Reinforcement Learning 2

CS 440 (Fall 2020) Reinforcement Learning 2

From Margaret Fleck

402 plays 0
Value iteration
CS 440 (Fall 2020) Reinforcement Learning 1

duration 17 minutes 12 seconds

CS 440 (Fall 2020) Reinforcement Learning 1

CS 440 (Fall 2020) Reinforcement Learning 1

From Margaret Fleck

479 plays 0
Introduction to Reinforcement Learning and Markov Decision Processes
CS 440 (Fall 2020) Vector Semantics 5

duration 10 minutes 26 seconds

CS 440 (Fall 2020) Vector Semantics 5

CS 440 (Fall 2020) Vector Semantics 5

From Margaret Fleck

303 plays 1
word2vec (tuning details)
CS 440 (Fall 2020) Vector Semantics 4

duration 17 minutes 13 seconds

CS 440 (Fall 2020) Vector Semantics 4

CS 440 (Fall 2020) Vector Semantics 4

From Margaret Fleck

349 plays 0
word2vec (basic algorithm)
CS 440 (Fall 2020) Vector Semantics 3

duration 22 minutes 9 seconds

CS 440 (Fall 2020) Vector Semantics 3

CS 440 (Fall 2020) Vector Semantics 3

From Margaret Fleck

343 plays 0
PMI and TF-IDF
CS 440 (Fall 2020) Vector Semantics 2

duration 13 minutes 55 seconds

CS 440 (Fall 2020) Vector Semantics 2

CS 440 (Fall 2020) Vector Semantics 2

From Margaret Fleck

347 plays 0
Word embeddings (high-level idea)
CS 440 (Fall 2020) Vector Semantics 1

duration 16 minutes 19 seconds

CS 440 (Fall 2020) Vector Semantics 1

CS 440 (Fall 2020) Vector Semantics 1

From Margaret Fleck

382 plays 0
Different ways to model word meaning
CS 440 (Fall 2020) Neural Nets 5

duration 14 minutes 29 seconds

CS 440 (Fall 2020) Neural Nets 5

CS 440 (Fall 2020) Neural Nets 5

From Margaret Fleck

422 plays 0
Adversarial examples, GAN networks
CS 440 (Fall 2020) Neural Nets 4

duration 12 minutes 0 seconds

CS 440 (Fall 2020) Neural Nets 4

CS 440 (Fall 2020) Neural Nets 4

From Margaret Fleck

368 plays 0
Recurrent Neural Nets
CS 440 (Fall 2020) Neural Nets 3

duration 17 minutes 35 seconds

CS 440 (Fall 2020) Neural Nets 3

CS 440 (Fall 2020) Neural Nets 3

From Margaret Fleck

420 plays 0
Convolutional neural nets
CS 440 (Fall 2020) Neural Nets 2

duration 23 minutes 56 seconds

CS 440 (Fall 2020) Neural Nets 2

CS 440 (Fall 2020) Neural Nets 2

From Margaret Fleck

463 plays 0
Training a neural network
CS 440 (Fall 2020) Neural Nets 1

duration 8 minutes 21 seconds

CS 440 (Fall 2020) Neural Nets 1

CS 440 (Fall 2020) Neural Nets 1

From Margaret Fleck

485 plays 0
Overview of neural nets
CS 440 (Fall 2020) Linear Classifiers 4

duration 12 minutes 5 seconds

CS 440 (Fall 2020) Linear Classifiers 4

CS 440 (Fall 2020) Linear Classifiers 4

From Margaret Fleck

352 plays 0
One-hot, Softmax, Regularization

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