How EleutherAI Trains and Releases LLMs: Interview with Stella Biderman

How EleutherAI Trains and Releases LLMs: Interview with Stella Biderman

Author: Lukas Biewald May 4, 2023 Duration: 57:16

On this episode, we’re joined by Stella Biderman, Executive Director at EleutherAI and Lead Scientist - Mathematician at Booz Allen Hamilton.

EleutherAI is a grassroots collective that enables open-source AI research and focuses on the development and interpretability of large language models (LLMs).

We discuss:

- How EleutherAI got its start and where it's headed.

- The similarities and differences between various LLMs.

- How to decide which model to use for your desired outcome.

- The benefits and challenges of reinforcement learning from human feedback.

- Details around pre-training and fine-tuning LLMs.

- Which types of GPUs are best when training LLMs.

- What separates EleutherAI from other companies training LLMs.

- Details around mechanistic interpretability.

- Why understanding what and how LLMs memorize is important.

- The importance of giving researchers and the public access to LLMs.

Stella Biderman - https://www.linkedin.com/in/stellabiderman/

EleutherAI - https://www.linkedin.com/company/eleutherai/

Resources:

- https://www.eleuther.ai/

Thanks for listening to the Gradient Dissent podcast, brought to you by Weights & Biases. If you enjoyed this episode, please leave a review to help get the word out about the show. And be sure to subscribe so you never miss another insightful conversation.

#OCR #DeepLearning #AI #Modeling #ML


Lukas Biewald hosts Gradient Dissent: Conversations on AI, a series that moves beyond theoretical discussions to examine how artificial intelligence is actually built and deployed. Each episode features a direct, unscripted talk with a leading practitioner-you’ll hear from engineers and researchers at places like NVIDIA, Meta, Google, Lyft, and OpenAI. The focus is on the tangible challenges and breakthroughs they encounter, from initial research to the complex reality of putting models into production. This isn't about abstract futures; it's a grounded look at the decisions shaping the field right now. Biewald, bringing his perspective from Weights & Biases, steers conversations toward the practical trade-offs and collaborative efforts that define modern AI work. For anyone in technology or business who wants to understand the mechanics behind the headlines, this podcast offers a rare, candid window into the process. You’ll come away with a clearer sense of how ideas become functional systems and what it really takes to operate at the cutting edge.
Author: Language: English Episodes: 100

Gradient Dissent: Conversations on AI
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