Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

This AI Learns from YouTube

Edan Meyer via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a comprehensive analysis of OpenAI's groundbreaking paper "Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos" in this 21-minute video. Delve into the innovative approach of training an AI agent to play Minecraft using a combination of imitation learning and reinforcement learning. Discover how a 500 million parameter model achieves impressive results, including obtaining diamonds and crafting diamond tools. Follow along as the video breaks down the paper's methodology, initial results, fine-tuning processes, and reinforcement learning techniques. Examine sample videos demonstrating the AI's capabilities, discuss method efficiency, and explore text conditioning applications. Conclude with a summary of the paper's findings and engage in critical analysis of the research. Gain valuable insights into the future of AI learning from unlabeled online video content.

Syllabus

- Intro & Abstract
- Paper Goal
- Methods
- Initial Results
- Fine-tuning w/ BC
- Reinforcement Learning
- Sample Video
- Method Efficiency
- Text Conditioning
- Summary
- Criticisms & Thoughts

Taught by

Edan Meyer

Reviews

Start your review of This AI Learns from YouTube

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.