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Look inside
“If you really learn all of these, you’ll know 90% of what matters today.”
– Ilya Sutskever
AI is transforming the world faster than we could have imagined. But how did we get here? AI guru Ilya Sutskever made the bold claim that most of what you need to know about modern AI is captured in 30 seminal research papers on deep learning.
What did Ilya see? Read through Sutskever’s List and you’ll uncover the breakthroughs, ideas, and mental models that shaped his vision and much more, all clearly explained and interpreted by veteran author and teacher Richard Heimann. You’ll discover:
OpenAI co-founder Ilya Sutskever is one of the most important figures in modern deep learning. Along with developing the GPT models, he is the originator of the famous “Sutskever’s List”—a reading list of 30 research papers that cover “90% of what matters” in AI. In Sutskever’s List, AI expert Rich Heimann dives into each of these influential and vitally-important papers, revealing the breakthroughs that shaped Ilya’s thinking and the entire AI field.
– Ilya Sutskever
AI is transforming the world faster than we could have imagined. But how did we get here? AI guru Ilya Sutskever made the bold claim that most of what you need to know about modern AI is captured in 30 seminal research papers on deep learning.
What did Ilya see? Read through Sutskever’s List and you’ll uncover the breakthroughs, ideas, and mental models that shaped his vision and much more, all clearly explained and interpreted by veteran author and teacher Richard Heimann. You’ll discover:
- The technical breakthroughs that have shaped AI strategy, safety, and cultural shifts
- How to decode landmark AI papers—from AlexNet to Transformers
- Engineering patterns and design choices that scale from research to real-world systems
- Evaluating the strengths and limits of deep learning without falling for hype or cynicism
- Applying Sutskever’s mental models to forecast and navigate future AI trends
OpenAI co-founder Ilya Sutskever is one of the most important figures in modern deep learning. Along with developing the GPT models, he is the originator of the famous “Sutskever’s List”—a reading list of 30 research papers that cover “90% of what matters” in AI. In Sutskever’s List, AI expert Rich Heimann dives into each of these influential and vitally-important papers, revealing the breakthroughs that shaped Ilya’s thinking and the entire AI field.
about the book
In Sutskever’s List, author Rich Heimann takes you on a tour through Sutskever’s List in his accessible and insightful style, unpacking each paper with clear explanations, vivid historical anecdotes, and examples that connect lab results to real-world consequences. You’ll follow the story of modern AI, from scaling laws to internal organizational politics, as Rich demystifies the complex research and simple human choices that gave rise to artificial intelligence. And unlike the 30 amazing papers Rich interprets, this accessible book requires no specialist knowledge!about the author
Richard Heimann has honed his deep AI and machine learning expertise across technical and strategic roles in industry, academia, and government. His work spans neural networks, generative AI, and transformative applications, and he is versed in decades of philosophical debate. An author of several books, he excels at translating complex ideas into clear, engaging insights for audiences from practitioners to policymakers.
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