Rohan’s Substack
Rohan ViraniMy personal Substack
| Platform |  | Pricing | Only free issues | Publishes | Infrequently |
|---|---|---|---|---|---|
| Issues | 6 | Subscribers | Read | innovatorhandbook.substack.com |
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Latest Issues
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Self-play and autocurricula in the age of agents
In 2016, DeepMind famously used self-play with reinforcement learning (RL) to build AlphaGo. They trained their model by making it play against slightly older versions of itself. This steadily increased the difficulty of game states encount...
Random Predictions
End 2025 - Early 2026
Thoughts on base models
The concept of agents is not new in machine learning. Richard Sutton and Andrew Barto defined the “agent-environment” interface in their seminal 1998 book Reinforcement Learning. Shane Legg and Marcus Hutter mathematically formalized a supe...
Free Energy and Society
I first discovered the free energy principle three years ago while trying to learn about different theories of mind. I was listening to yet another episode of the excellent. Machine Learning Street Talk podcast and crossed paths with the in...
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