Learning from Machine Learning Lewis Tunstall: Hugging Face, SetFit and Reinforcement Learning | Learning from Machine Learning #6
Oct 3, 2023
Lewis Tunstall, machine learning engineer at Hugging Face and author of the best selling book Natural Language Processing with Transformers, talks about his journey from theoretical physics to machine learning, the benefits of the Hugging Face platform, exploring reinforcement learning and the TRL library, adapters in fine-tuning pre-trained transformers, the limitations of language models, and understanding biases in machine learning and the impact on society.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8
Introduction
00:00 • 2min
From Theoretical Physics to Machine Learning: A Journey of Exploration
01:33 • 13min
Creating a Book, Revised Edition, and 'Code Parrot'
14:13 • 2min
Hugging Face Ecosystem and Benefits
16:15 • 22min
Exploring Reinforcement Learning and the TRL Library
38:40 • 6min
Adapters in Fine-Tuning Pre-Trained Transformers
44:18 • 16min
Limitations of Language Models and Vibe Testing
01:00:21 • 3min
Understanding Biases in Machine Learning and the Impact on Society
01:03:14 • 15min