Unit 1: Introduction to Machine Learning
Resources: Introduction to Machine Learning
Resources (2 hrs)
- But what is a neural network?
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- Gradient descent, how neural networks learn
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- What is self-supervised learning?
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- Intro to Large Language Models
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- Compute Trends Across Three Eras of Machine Learning
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- Nvidia: The chip maker that became an AI superpower
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Optional Resources
- A short introduction to Machine Learning
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- This Can't Go On
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- The Bitter Lesson
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- Introduction to reinforcement learning
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- Three Impacts of Machine Intelligence
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- Collection of GPT-3 results
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- AlphaStar: mastering the real-time strategy game StarCraft II
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- Generally capable agents emerge from open-ended play
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- AI Governance Optional Resources (Extended)
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- Visualizing the deep learning revolution
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- The AI Triad and What It Means for National Security Strategy
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- The Main Resource is the Human
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- Epoch AI Blog
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- Revisiting Algorithmic Progress
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- Will we run out of ML data? Evidence from projecting dataset size trends
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