Programme

This is the official programme of the 2018 Deep Learning Indaba.

You can find videos and slides in our resources about these sessions.

Sunday, 09 September

Welcome Day and Background

09:00 - 18:00 Arrivals in Stellenbosch and check-in
11:00 - 14:00 Registration
14:00 - 16:00 Practical: Machine Learning Basics
Stephan Gouws; Avishkar Bhoopchand; Ulrich Paquet, DeepMind
16:30 - 18:30 Mathematics for Machine Learning
18:30 - 19:00 Transfer to Evening Welcome Event
19:00 - Evening Welcome Event

Tuesday, 10 September

Fundamentals and Convolutional Models

07:30 - 08:30 Registration and Morning Coffee
08:30 - 09:30 Indaba Opening and Welcome Keynote
Nando de Freitas, DeepMind
09:30 - 10:30 Deep Learning Fundamentals 1
Moustapha Cisse, Google
10:30 - 11:00 Break
11:00 - 12:00 Deep Learning Fundamentals 2
Moustapha Cisse, Google
12:00 - 14:00 Lunch and Poster Session
14:00 - 16:00 Practical 1: Deep Feedforward Models
Stephan Gouws; Avishkar Bhoopchand; Ulrich Paquet, DeepMind
16:00 - 16:30 Break
16:30 - 18:30 Convolutional Models
Naila Murray, Naver Labs
18:30 - 19:30 Free Time
19:30 - 21:00 AlphaGo Movie Screening
19:00 - 22:00 Women in Machine Learning

Wednesday, 11 September

Recurrent Models

07:30 - 08:30 Morning Coffee
08:30 - 10:30 Practical 2: Convolutional Networks
Stephan Gouws; Avishkar Bhoopchand; Ulrich Paquet, DeepMind
10:30 - 11:00 Break
11:00 - 12:00 Probabilistic Thinking
Yabebal Fantaye, AIMS South Africa
12:00 - 14:00 Lunch and Poster Session
14:00 - 16:00 Recurrent Neural Networks
Kyunghyun Cho, New York University
16:00 - 16:30 Break
16:30 - 18:30 Practical 3: Recurrent Models
Stephan Gouws; Avishkar Bhoopchand; Ulrich Paquet, DeepMind
18:30 - 19:00 Free Time
19:30 - 21:00 AlphaGo Movie Screening
19:30 - 21:30 Topical session: "How to write a great research paper"

Thursday, 12 September

Generative Models and Reinforcement Learning

07:30 - 08:30 Morning Coffee
08:30 - 10:30 Generative Models
Asja Fischer, University of Bochum
10:30 - 11:00 Break
11:00 - 12:00 Kambule and Maathai Awards session
12:00 - 14:00 Lunch and Poster Session
14:00 - 16:00 Reinforcement Learning
Katja Hofmann, Microsoft Research Cambridge
16:00 - 16:30 Break
16:30 - 18:30 Practical 4: Reinforcement Learning
Stephan Gouws; Avishkar Bhoopchand; Ulrich Paquet, DeepMind
18:30 - 19:00 Free Time
19:30 - 21:00 AlphaGo Movie Screening
19:00 - Mentorship Evening Events (x2)

Friday, 13 September

Parallel Tracks

07:30 - 08:30 Morning Coffee
08:30 - 10:30 Parallel: Non-Recurrent Sequence Models
Kyunghyun Cho and others
08:30 - 10:30 Parallel: Frontiers of Computer Vision
Daniela Massiceti, University of Oxford; Sara Hooker, Google Brain, Saumya Jetley, University of Oxford
08:30 - 10:30 Parallel: AI for Africa
Sumir Panji, Linet Kwamboka, David Sengeh, Jon Lenchner, Moustapha Cisse
10:30 - 11:00 Break
11:00 - 12:00 Democratizing Machine Learning on the African Continent
12:00 - 14:00 Lunch and Poster Session
14:00 - 16:00 Success Stories of Reinforcement Learning
David Silver, DeepMind
16:00 - 16:30 Break
16:30 - 18:30 Parallel: Generative Models and Healthcare
Konstantina Palla, Microsoft Research; Shakir Mohamed, DeepMind
16:30 - 18:30 Parallel: Natural Language Processing
Herman Kamper, University of Stellenbosch; Sebastian Ruder, AYLIEN
16:30 - 18:30 Parallel: Life of a Machine Learning Startup
Andrea Böhmert, Knife Capital; Karim Beguir, InstaDeep; Blaise Thomson, Apple
18:30 - 19:00 Transfer to Evening Event
19:00 - Evening Farewell Event

Saturday, 14 September

Closing

07:30 - 08:30 Morning Coffee
08:30 - 10:30 Parallel: Reinforcement Learning II
Talk: Benjamin Rosman, CSIR. Panel: David Silver, DeepMind; Katja Hofmann, Microsoft Research Cambridge
08:30 - 10:30 Parallel: Machine Learning in Production
Stuart Reid, NMRQL Research; Amine Kerkerni, InstaDeep; Omoju Miller, GitHub
08:30 - 10:30 Parallel: AI Ethics and Policy
Facilitators: Vukosi Marivate; Muthoni Wanyoike Speakers: Timnit Gebru; Mmaki Jantjies; Osonde Osoba; Linet Kwamboka
10:30 - 11:00 Break
11:00 - 13:00 TensorFlow and Real Life Machine Learning
Jeff Dean, Google
13:00 - 13:30 Closing, Poster Prizes, Farewell
13:30 - 14:30 Lunch