June 9, 2021 -Weinberger/ Wilson- Harnessing Quantum Matter Data Revolution

Описание к видео June 9, 2021 -Weinberger/ Wilson- Harnessing Quantum Matter Data Revolution

Kilian Weinberger - Cornell University - Neural Networks, ConvNets
Andrew Wilson - Courant Institute, New York University - Probabilistic learning
0:00:00 Kilian Weinberger - Neural Networks
0:04:15 Loss functions
0:10:10 Overfitting; regularization
0:14:10 Multi-layer perceptron
0:27:30 Single layer of neural network
0:43:13 Stochastic gradient descent
0:51:00 Demonstration
0:56:40 Andrew Wilson - Probabilistic Learning
1:00:50 Modelling data to make predictions
1:15:00 Regularization
1:21:00 Probabilistic modelling
1:30:00 Maximum likelihood estimation
1:36:04 Regularization from probabilistic perspective
1:46:56 Bayesian approach

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