Today we’re excited to kick off our coverage of the 2022 NeurIPS conference with Johann Brehmer, a research scientist at Qualcomm AI Research in Amsterdam. We begin our conversation discussing some of the broader problems that causality will help us solve, before turning our focus to Johann’s paper Weakly supervised causal representation learning, which seeks to prove that high-level causal representations are identifiable in weakly supervised settings. We also discuss a few other papers that the team at Qualcomm presented, including neural topological ordering for computation graphs, as well as some of the demos they showcased, which we’ll link to on the show notes page.
The complete show notes for this episode can be found at twimlai.com/go/605.
Hypergraphs, Simplicial Complexes and Graph Representations of Complex Systems with Tina Eliassi-Rad - #547
Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546
Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545
Jupyter and the Evolution of ML Tooling with Brian Granger - #544
Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543
re:Invent Roundup 2021 with Bratin Saha - #542
Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541
Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540
Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539
Models for Human-Robot Collaboration with Julie Shah - #538
Four Key Tools for Robust Enterprise NLP with Yunyao Li - #537
Machine Learning at GSK with Kim Branson - #536
The Benefit of Bottlenecks in Evolving Artificial Intelligence with David Ha - #535
Facebook Abandons Facial Recognition. Should Everyone Else Follow Suit? With Luke Stark - #534
Building Blocks of Machine Learning at LEGO with Francesc Joan Riera - #533
Exploring the FastAI Tooling Ecosystem with Hamel Husain - #532
Multi-task Learning for Melanoma Detection with Julianna Ianni - #531
House Hunters: Machine Learning at Redfin with Akshat Kaul - #530
Attacking Malware with Adversarial Machine Learning, w/ Edward Raff - #529
Learning to Ponder: Memory in Deep Neural Networks with Andrea Banino - #528
Create your
podcast in
minutes
It is Free
20/20
The Dropout
Ten Percent Happier with Dan Harris
World News Tonight with David Muir
NEJM This Week