Intelligence is not in the objective function, it’s in how you optimize it.
MACHINE LEARNING
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Building and Refining Your World Model Over Time
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Yes, you definitely should have a world model, but you learn/refine it as you go along.
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Actor-Critic Reinforcement Learning as Backpropagation Through Time
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So actor-critic RL is backprop through time.
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Improving Sequential Decision Making by Incorporating Backpropagation Principles
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But this is well below that. Let me put it another way: how can we improve RL by making it more like backprop? (And by RL I mean sequential decision making, not the current set of techniques for doing it.)
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Reinforcement Learning and Backpropagation: A Dynamic Programming Perspective
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You’re taking it too literally. I’m trying to point to a way to improve RL by recognizing that at a certain level of abstraction it’s doing something similar to backprop (namely, efficiently propagating later results back to earlier choices via dynamic programming).
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ML Evolution: From Hardware-Dependent to Affordable Software Solutions
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🔥 but already outdated now you can do it in 5 mins without any hardware for $1 haha https://t.co/FvYFyxV0wk. ML moves too fast these days!
— clem 🤗 (@ClementDelangue) 1 décembre 2022but already outdated now you can do it in 5 mins without any hardware for $1 haha https://
x.com/multimodalart/
status/1598260506460311557
…. ML moves too fast these days! -
DeduceLogic Facts Based on Logic
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We can also check how it can deduce facts based on logic. Here is an example
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Interactive Language Framework Enables Real-Time Language-Conditionable Robots
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Interactive Language is an imitation learning framework for producing real-time, open vocabulary language-conditionable robots. Learn more and check out the newly released and largest available language-annotated robot dataset, called Language-Table → https://t.co/ZdQCeYEFJl pic.twitter.com/5zMyoa9B57
— Google AI (@GoogleAI) 1 décembre 2022Interactive Language is an imitation learning framework for producing real-time, open vocabulary language-conditionable robots. Learn more and check out the newly released and largest available language-annotated robot dataset, called Language-Table → http://
bit.ly/3Umujjt -
AI Improves Customer Conversion Rates Marketing Offers
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How can retailers provide the best marketing offers? DataRobot Senior Data Scientist, @BelenSanchezH
, gives insight into how #AI improves response conversion rates by presenting customers with the best offers. Read more in our latest technical blog https://
datarobot.com/blog/improve-c
ustomer-conversion-rates-with-ai/
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Ludwig AI Poster at PyTorch Conference NeurIPS 2022
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Headed to #PyTorchConference at #neurips2022 tomorrow? Check out Predibase founding engineer Justin Zhao's poster on http://
Ludwig.ai. Justin will share how @ludwig_ai makes it easy to build end-to-end #ML pipelines with a config-driven approach. http://
pbase.ai/pytorchconf22