20:21MLVU 1.2 Classification
A 20-minute video from MLVU: “MLVU 1.2 Classification”.
MLVU
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20:21
14:30MLVU 1.3 Other abstract tasks: regression, clustering, density estimation
A 14-minute video from MLVU: “MLVU 1.3 Other abstract tasks: regression, clustering, density estimation”.
9:20MLVU 1.5 Generalization in machine learning
A 9-minute video from MLVU: “MLVU 1.5 Generalization in machine learning”.
13:33MLVU 10.1: Decision trees
A 14-minute video from MLVU: “MLVU 10.1: Decision trees”.
7:06MLVU 10.2: Regression trees and decision trees with numeric features
A 7-minute video from MLVU: “MLVU 10.2: Regression trees and decision trees with numeric features”.
10:00MLVU 10.3: Ensembling: stacking, bagging and random forests
A 10-minute video from MLVU: “MLVU 10.3: Ensembling: stacking, bagging and random forests”.
18:57MLVU 10.4: Boosting: Adaboost and gradient boosting
A 19-minute video from MLVU: “MLVU 10.4: Boosting: Adaboost and gradient boosting”.
21:01MLVU 11.1: Markov models
A 21-minute video from MLVU: “MLVU 11.1: Markov models”.
20:37MLVU 11.2: Deep learning on sequences
A 21-minute video from MLVU: “MLVU 11.2: Deep learning on sequences”.
19:42MLVU 11.3: Recurrent neural nets and LSTMs
A 20-minute video from MLVU: “MLVU 11.3: Recurrent neural nets and LSTMs”.
23:47MLVU 12.1: Recommender systems
A 24-minute video from MLVU: “MLVU 12.1: Recommender systems”.
9:26MLVU 12.2: Improving recommender systems
A 9-minute video from MLVU: “MLVU 12.2: Improving recommender systems”.
6:44MLVU 12.3: PCA revisited
A 7-minute video from MLVU: “MLVU 12.3: PCA revisited”.
12:07MLVU 12.4: Graph models
A 12-minute video from MLVU: “MLVU 12.4: Graph models”.
5:08MLVU 12.5: Validation of embedding models
A 5-minute video from MLVU: “MLVU 12.5: Validation of embedding models”.
17:22MLVU 13.1: Reinforcement learning
A 17-minute video from MLVU: “MLVU 13.1: Reinforcement learning”.
17:04MLVU 13.2: Policy gradients and random search
A 17-minute video from MLVU: “MLVU 13.2: Policy gradients and random search”.
23:41MLVU 13.3: (Deep) Q Learning
A 24-minute video from MLVU: “MLVU 13.3: (Deep) Q Learning”.
14:10MLVU 13.4: AlphaGo
A 14-minute video from MLVU: “MLVU 13.4: AlphaGo”.
12:16MLVU 6.2: Local and global derivatives
A 12-minute video from MLVU: “MLVU 6.2: Local and global derivatives”.
11:48MLVU 6.3: Backpropagation
A 12-minute video from MLVU: “MLVU 6.3: Backpropagation”.
9:13MLVU 9.3: Autoencoders
A 9-minute video from MLVU: “MLVU 9.3: Autoencoders”.
20:13MLVU 9.4: Variational autoencoders (VAEs)
A 20-minute video from MLVU: “MLVU 9.4: Variational autoencoders (VAEs)”.
17:16MLVU Transformers (1/3): Self-attention
A 17-minute video from MLVU: “MLVU Transformers (1/3): Self-attention”.
20:41MLVU Transformers (3/3): Building chatbots
A 21-minute video from MLVU: “MLVU Transformers (3/3): Building chatbots”.