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How to Train a Computer
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Classroom Contents
Artificial Intelligence per Kilowatt-Hour - Max Welling, University of Amsterdam
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- 1 Intro
- 2 Overview
- 3 How to Train a Computer
- 4 Deep Convolutional Networks
- 5 Resnets
- 6 Example: Dermatology
- 7 Example: Pathology
- 8 Example: Retinopathy
- 9 Transfer Learning
- 10 Recurrent Neural Networks
- 11 Discriminative or Generative?
- 12 Latent Variable Models
- 13 Amortized Variational Inference
- 14 Discriminative vs. Generative Learning
- 15 Unsupervised Deep Learning
- 16 Image Analogies
- 17 Deep Reinforcement Learning
- 18 Al is not for free...
- 19 Explosive Growth Deep Neural Networks
- 20 Al is moving to the Cloud
- 21 Solutions
- 22 Full Bayesian Compression
- 23 Low Bit-Width DL
- 24 Spiking Hardware
- 25 Spiking Neural Networks
- 26 Conclusions
