

Episode 24: Jack Parker-Holder, DeepMind, on open-endedness, evolving agents and environments, online adaptation, and offline learning
16 snips Dec 6, 2022
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Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38
Introduction
00:00 • 3min
How to Automate JAMLAs Agents
03:08 • 5min
AutoML
08:04 • 3min
Is PBT Really Cool, but in Oxford?
10:35 • 3min
How to Tune Continuous High Parameters for Proctio Games?
13:19 • 2min
Bayesian Generational Training
15:19 • 3min
Is the Generational Training a Good Idea?
17:53 • 2min
Is There a Difference Between the Second Generation and the First Generation?
19:37 • 4min
Is the Schedule Learning?
24:01 • 2min
BBTN Genmels
26:22 • 3min
Bayes Opt Online Oral Training?
28:57 • 2min
Evolution and Diversity
30:42 • 4min
The Evolution of the Humanoid
34:20 • 3min
Diversity of the Engineers
37:05 • 3min
How to Make Progress on Diversity for Data Generation and Generalization
39:47 • 2min
Using the Relative Performance of Each Agent
41:46 • 3min
Is There a Way to Make Agents Work?
44:20 • 2min
Adaptive Learning for Learning World Models
46:36 • 4min
The Right Policy for Offline Data Sets
50:48 • 2min
Is There a Random Noise Vector?
52:41 • 5min
Is It Possible to Improve the Robustness of Your Model?
57:22 • 4min
The Problem Is That Tasks Generate Could Be Not Rounded in the Real World?
01:00:53 • 2min
Do You Want to Do Domain Randomization in Robotics?
01:03:03 • 3min
Is There a World Model for Minecraft?
01:05:43 • 2min
Data Efficiency in Simulation Is Not That Useful
01:07:43 • 6min
Using Machine Learning in Finance?
01:13:34 • 4min
How to Train on Financial Data Sets
01:17:16 • 5min
Are We Getting More General Agents?
01:22:33 • 1min
How to Design a System That Can Find Its Own Architectures and Algorithms?
01:23:56 • 2min
How Do You Encode the Phenotype of Architectures?
01:25:48 • 3min
World Models
01:28:41 • 5min
QDax, Is It a Lab?
01:33:46 • 2min
OpenItNedus - What Are the Bottlenecks?
01:35:20 • 3min
Do You Have a PhD?
01:37:52 • 4min
Foundation Models for Decision Making
01:42:02 • 3min
Is There a Better Time to Join the Fields?
01:45:19 • 3min
Finding New Ideas for Research Groups
01:48:37 • 4min
I Don't Like Regret Decisions
01:52:19 • 4min