An Agentic Mixture of Experts for DevOps with Sunil Mallya - #708

An Agentic Mixture of Experts for DevOps with Sunil Mallya - #708

Today we're joined by Sunil Mallya, CTO and co-founder of Flip AI. We discuss Flip’s incident debugging system for DevOps, which was built using a custom mixture of experts (MoE) large language model (LLM) trained on a novel "CoMELT" observability dataset which combines traditional MELT data—metrics, events, logs, and traces—with code to efficiently identify root failure causes in complex software systems. We discuss the challenges of integrating time-series data with LLMs and their multi-decoder architecture designed for this purpose. Sunil describes their system's agent-based design, focusing on clear roles and boundaries to ensure reliability. We examine their "chaos gym," a reinforcement learning environment used for testing and improving the system's robustness. Finally, we discuss the practical considerations of deploying such a system at scale in diverse environments and much more. The complete show notes for this episode can be found at https://twimlai.com/go/708.

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Kids Run the Darndest Experiments: Causal Learning in Children with Alison Gopnik - #548

Kids Run the Darndest Experiments: Causal Learning in Children with Alison Gopnik - #548

Today we close out the 2021 NeurIPS series joined by Alison Gopnik, a professor at UC Berkeley and an invited speaker at the Causal Inference & Machine Learning: Why now? Workshop. In our conversation...

27 Joulu 202136min

Hypergraphs, Simplicial Complexes and Graph Representations of Complex Systems with Tina Eliassi-Rad - #547

Hypergraphs, Simplicial Complexes and Graph Representations of Complex Systems with Tina Eliassi-Rad - #547

Today we continue our NeurIPS coverage joined by Tina Eliassi-Rad, a professor at Northeastern University, and an invited speaker at the I Still Can't Believe It's Not Better! Workshop. In our convers...

23 Joulu 202135min

Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Deep Learning, Transformers, and the Consequences of Scale with Oriol Vinyals - #546

Today we’re excited to kick off our annual NeurIPS, joined by Oriol Vinyals, the lead of the deep learning team at Deepmind. We cover a lot of ground in our conversation with Oriol, beginning with a l...

20 Joulu 202152min

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Optimization, Machine Learning and Intelligent Experimentation with Michael McCourt - #545

Today we’re joined by Michael McCourt the head of engineering at SigOpt. In our conversation with Michael, we explore the vast space around the topic of optimization, including the technical differenc...

16 Joulu 202145min

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Jupyter and the Evolution of ML Tooling with Brian Granger - #544

Today we conclude our AWS re:Invent coverage joined by Brian Granger, a senior principal technologist at Amazon Web Services, and a co-creator of Project Jupyter. In our conversion with Brian, we disc...

13 Joulu 202157min

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543

Today we continue our 2021 re:Invent series joined by Jack Berkowitz, chief data officer at ADP. In our conversation with Jack, we explore the ever evolving role and growth of machine learning at the ...

9 Joulu 202134min

re:Invent Roundup 2021 with Bratin Saha - #542

re:Invent Roundup 2021 with Bratin Saha - #542

Today we’re joined by Bratin Saha, vice president and general manager at Amazon. In our conversation with Bratin, we discuss quite a few of the recent ML-focused announcements coming out of last weeks...

6 Joulu 202141min

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Today we’re joined by Doug Burdick, a principal research staff member at IBM Research. In a recent interview, Doug’s colleague Yunyao Li joined us to talk through some of the broader enterprise NLP pr...

2 Joulu 202145min

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