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Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。
但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。
分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。
Reinforcement
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由
马东锡 NLP 🇸🇪
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Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。
但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。
分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。
Reinforcement Learning: An Overview：
https://t.co/rjYSpOtbJl
点击图片查看原图
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Another Russian attack is still ongoing: since last night, there have been almost 500 drones – a large number of “shaheds” – as well as 40 missiles, including Kinzhals. The primary target is Kyiv – energy facilities and civilian infrastructure. Regrettably, there have been hits,
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Another Russian attack is still ongoing: since last night, there have been almost 500 drones – a large number of “shaheds” – as well as 40 missiles, including Kinzhals. The primary target is Kyiv – energy facilities and civilian infrastructure. Regrettably, there have been hits,
时政
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twitter.com)
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The US classified power transformers, switchgear, cables and substations as essential to national defense on April 20 under Section 303 of the Defense Production Act. The classification matters because the country imports 82% of its large power transformers, with lead times of 2
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The US classified power transformers, switchgear, cables and substations as essential to national defense on April 20 under Section 303 of the Defense Production Act. The classification matters because the country imports 82% of its large power transformers, with lead times of 2
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•
Winston
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Ukraine hits major Russian oil facility in Novorossiysk, Kyiv Post sources confirm.
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Ukraine hits major Russian oil facility in Novorossiysk, Kyiv Post sources confirm.
The Sheskharis facility — a key fuel hub for Russian forces — was hit, damaging loading infrastructure and key systems, including a pipeline node and oil metering unit, and sparking large fires.
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Last night, beginning at around 9:45 pm, I personally witnessed (and videoed) what appeared to be dozens of large drones in the sky above my residence in Davidsonville, Maryland (25 miles from our nation’s capital). I observed the activity for approximately 45 minutes.
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Last night, beginning at around 9:45 pm, I personally witnessed (and videoed) what appeared to be dozens of large drones in the sky above my residence in Davidsonville, Maryland (25 miles from our nation’s capital). I observed the activity for approximately 45 minutes.
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