CS 440 Fall 2020
-
From Margaret Fleck 11/25/2020
176 plays 0Brief farewell -
From Margaret Fleck 11/25/2020
374 plays 0Stochastic games -
From Margaret Fleck 11/25/2020
271 plays 0Minimax and alpha-beta pruning: the details -
From Margaret Fleck 11/25/2020
336 plays 0Alpha-beta pruning: high-level idea -
From Margaret Fleck 11/25/2020
313 plays 0Minimax search, including evaluating game state -
From Margaret Fleck 11/25/2020
323 plays 0Overview of AI Game playing problem -
From Margaret Fleck 11/13/2020
296 plays 0Plan-space (partial order) planning -
From Margaret Fleck 11/13/2020
312 plays 0Situation space planning, backward planning, hierarchical planning and the Sussman anomaly -
From Margaret Fleck 11/13/2020
368 plays 0History, applications, limitations of the representation -
From Margaret Fleck 11/13/2020
392 plays 0Introduction to classical planning -
From Margaret Fleck 11/9/2020
338 plays 0Q learning: TD and SARSA -
From Margaret Fleck 11/6/2020
367 plays 0Constraint propagation -
From Margaret Fleck 11/6/2020
312 plays 0Hill climbing, backtracking search, forward checking -
From Margaret Fleck 11/6/2020
329 plays 0Overview of constraint satisfaction problems -
From Margaret Fleck 10/31/2020
390 plays 0Q learning (the equations) -
From Margaret Fleck 10/31/2020
373 plays 0Reinforcement Learning (overview of how the agent learns) -
From Margaret Fleck 10/30/2020
386 plays 0Policy iteration -
From Margaret Fleck 10/30/2020
402 plays 0Value iteration -
From Margaret Fleck 10/30/2020
480 plays 0Introduction to Reinforcement Learning and Markov Decision Processes -
From Margaret Fleck 10/23/2020
304 plays 1word2vec (tuning details) -
From Margaret Fleck 10/23/2020
349 plays 0word2vec (basic algorithm) -
From Margaret Fleck 10/23/2020
343 plays 0PMI and TF-IDF -
From Margaret Fleck 10/23/2020
347 plays 0Word embeddings (high-level idea) -
From Margaret Fleck 10/23/2020
382 plays 0Different ways to model word meaning -
From Margaret Fleck 10/18/2020
422 plays 0Adversarial examples, GAN networks -
From Margaret Fleck 10/18/2020
368 plays 0Recurrent Neural Nets -
From Margaret Fleck 10/18/2020
420 plays 0Convolutional neural nets -
From Margaret Fleck 10/18/2020
463 plays 0Training a neural network -
From Margaret Fleck 10/18/2020
485 plays 0Overview of neural nets -
From Margaret Fleck 10/15/2020
352 plays 0One-hot, Softmax, Regularization