In this, the final show of our Deep Learning Indaba Series, we speak with Vukosi Marivate, Chair of Data Science at the University of Pretoria and a co-organizer of the Indaba.
My conversation with Vukosi fell into two distinct parts. The first part focused on his PhD research in the area of reinforcement learning, discussing several advanced RL scenarios including inverse RL, multiple agent RL, and using RL when we have incomplete knowledge of the environment. We then moved on to discuss his current research, which broadly falls under the banner of data science with social impact. Specifically, we review several of the applications he and his students are currently exploring in areas such as public safety and energy.
The complete show notes for this episode can be found at https://twimlai.com/talk/193.
For more information on our Deep Learning Indaba Series, visit https://twimlai.com/indaba2018.
AI’s Legal and Ethical Implications with Sandra Wachter - #521
Compositional ML and the Future of Software Development with Dillon Erb - #520
Generating SQL Database Queries from Natural Language with Yanshuai Cao - #519
Social Commonsense Reasoning with Yejin Choi - #518
Deep Reinforcement Learning for Game Testing at EA with Konrad Tollmar - #517
Exploring AI 2041 with Kai-Fu Lee - #516
Advancing Robotic Brains and Bodies with Daniela Rus - #515
Neural Synthesis of Binaural Speech From Mono Audio with Alexander Richard - #514
Using Brain Imaging to Improve Neural Networks with Alona Fyshe - #513
Adaptivity in Machine Learning with Samory Kpotufe - #512
A Social Scientist’s Perspective on AI with Eric Rice - #511
Applications of Variational Autoencoders and Bayesian Optimization with José Miguel Hernández Lobato - #510
Codex, OpenAI’s Automated Code Generation API with Greg Brockman - #509
Spatiotemporal Data Analysis with Rose Yu - #508
Parallelism and Acceleration for Large Language Models with Bryan Catanzaro - #507
Applying the Causal Roadmap to Optimal Dynamic Treatment Rules with Lina Montoya - #506
Constraint Active Search for Human-in-the-Loop Optimization with Gustavo Malkomes - #505
Fairness and Robustness in Federated Learning with Virginia Smith -#504
Scaling AI at H&M Group with Errol Koolmeister - #503
Evolving AI Systems Gracefully with Stefano Soatto - #502
Create your
podcast in
minutes
It is Free
20/20
The Dropout
10% Happier with Dan Harris
World News Tonight with David Muir
NEJM This Week