👯♀️🎲 Edge#154: DeepMind’s New Super Model that can Master Perfect and Imperfect Information Games
🔥 The LAST two days to subscribe to TheSequence Edge with a unique 60% discount. Subscribe and share with your colleagues! Thank you for your support.🔥 💥 What’s New in AI: DeepMind’s New Super Model that can Master Perfect and Imperfect Information GamesGaming has been one of the areas at the center of the deep learning renaissance of the last few years. This is not particularly surprising considering that games are environments relatively easy to reproduce in order to mimic scenarios of the real world. Despite the advancements, ML for gaming has been specialized in either perfect or imperfect information games but never both at the same time. Models that mastered chess and Go struggle with imperfect games such as Poker. Even models such as AlphaZero that learned to play multiple games simultaneously were constrained to perfect information environments. The reason for this is based on the intrinsic dynamics of both types of game environments. Perfect information games such as Chess and Poker are a good fit for ML techniques like self-play learning and tree search for the problem space, while imperfect information games like Poker rely on game-reasoning techniques. A few weeks ago, DeepMind challenged that conventional approach by proposing a neural network that is able to master both perfect and imperfect information games →let’s dive in to learn about the predecessors and how the PoG Algorithm works You’re on the free list for TheSequence Scope and TheSequence Chat. For the full experience, become a paying subscriber to TheSequence Edge. Trusted by thousands of subscribers from the leading AI labs and universities. |
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👥 Edge#153: ML Model Versioning
Tuesday, January 4, 2022
+how Uber backtests and versions forecasting models at scale; +Lyft's Amundsen, an open-sourced data discovery and versioning platform for data science workflows
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🫀Edge#153: MLOPs recap, part 1
Tuesday, December 28, 2021
As requested by our readers, we put together a quick recap of our ongoing series about MLOps. As the proverb says: Repetition is the mother of learning ;)
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