Advanced Deep Learning and Tensor Tutorial

If you plan to attend, please RSVP here:
https://www.eventbrite.com/e/advanced-deep-learning-and-tensor-tutorial-tickets-63446426971

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Pre-requirements:

Basic knowledge of deep learning (convolutions, MLP)

Knowledge of Python

Speakers:

• Jean Kossaifi
• Adrian Bulat

Schedule:

• Deep learning refresher — how to train your deep nets (1:00 - 1:30), by Jean and Adrian
• Tensor methods Quickstart (1:30 - 2:00) , by Jean
• Short break (2:00 - 2:10)
• Combining tensor methods and deep learning (2:10 - 3:10), by Jean
• Short break (3:10 - 3:20)
• Ultimate compression with (binary) quantisation of deep neural networks (3:20 - 3:50), by Adrian
• Break + setup (3:50 - 4:20)
• Hands-on session: (4:20 - 5:20), by Jean and Adrian
  • training a neural network for image classification
  • Adding in tensor decomposition
  • Binarizing/Quantization the network