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Deep Neural Networks

DRAFT

Week 1 Session 1: Introduction

Lecturer: Neil D. Lawrence
Venue: Computer Laboratory, William Gates Building, 15 J. J. Thomson Avenue
Date: Thursday, January 21, 2021
Time: 14:00

Week 1 Session 2: Generalization and Neural Networks

Lecturer: Neil D. Lawrence
Venue: Computer Laboratory, William Gates Building, 15 J. J. Thomson Avenue
Date: Tuesday, January 26, 2021
Time: 14:00

Week 2 Session 1: Automatic Differentiation

Lecturer: Ferenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Thursday, January 28, 2021
Time: 14:00

Week 2 Session 2: Optimization and Stochastic Gradient Descent

Lecturer: Ferenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Tuesday, February 02, 2021
Time: 14:00

Week 3 Session 1: Hardware

Lecturer: Nic Lane
Venue: Computer Laboratory, William Gates Building
Date: Thursday, February 04, 2021
Time: null

Week 3 Session 2: Summary of Fundamentals

Lecturer: Neil D. LawrenceFerenc HuszárNic Lane
Venue: Computer Laboratory, William Gates Building
Date: Tuesday, February 09, 2021
Time: null

Week 4 Session 1: Convolutional Neural Networks

Lecturer: Nic LaneFerenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Thursday, February 11, 2021

Week 4 Session 2: Recurrent Neural Networks

Lecturer: Nic LaneFerenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Tuesday, February 16, 2021

Week 5 Session 1: Sequence to Sequence and Attention

Lecturer: Ferenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Thursday, February 18, 2021

Week 5 Session 2: Transformers

Lecturer: Ferenc Huszár
Venue: Computer Laboratory, William Gates Building
Date: Tuesday, February 23, 2021

Special Topics

The lectures for weeks 5 to 8 will focus on “special topics”. Some of these will be given by guest lecturers and therefore availability will be dependent on availability of guest lecturers.

Week 8 Session 1: Continual Learning with Deep Neural Networks

Lecturer: Raia Hadsell
Venue: Virtual (Zoom)
Date: Thursday, March 11, 2021
Time: 14:00