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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
时政
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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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Chinese state media said their swimmers went to Nagoya to stock gold medals. Zhang Zhanshuo, the “hardware-store owner,” opened “stocking-up mode” and left with 7. The team left with 169 golds.
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Chinese state media said their swimmers went to Nagoya to stock gold medals. Zhang Zhanshuo, the “hardware-store owner,” opened “stocking-up mode” and left with 7. The team left with 169 golds.
Then the same delegation went stocking up for real: Japanese drugstores, Uniqlo,
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00:02:01
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Georgia will never become Russia.
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Georgia will never become Russia.
Tbilisi Protesters #NoToRussianLaw
I support the large revolutionary movement in #Georgia and the shame on the police there for the brutality they've used against civilians who want to preserve their country from Russia's terrorism. Georgia is…
时政
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00:00:22
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Prompt :
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Prompt :
A medieval knight in full shiny armor rollerblading through a neon-lit city street at night, holding a large drink cup. Motion blur captures the speed, glowing blue wheels illuminate the ground, vibrant cyberpunk atmosphere, cinematic photography, shallow depth of
btc
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00:00:06
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China just publicly showed off its new “Vehicle-Mounted Electromagnetic Aircraft Launch System” for the first time.
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China just publicly showed off its new “Vehicle-Mounted Electromagnetic Aircraft Launch System” for the first time.
A bunch of ordinary-looking trucks rapidly assembled into a modular electromagnetic catapult that can supposedly launch multiple large drones in quick succession.
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00:00:11
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Researchers proved every LLM is secretly obsessed with Japan.
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Researchers proved every LLM is secretly obsessed with Japan.
And they finally figured out why.
They published a paper investigating hidden cultural biases in large language models.
they tested 31,000 questions across 24 different languages on models like gemini, chatgpt,
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Superman
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🚨JD Vance goes BEAST-MODE on Zelenskyy trying to sabotage a Trump Peace deal:
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🚨JD Vance goes BEAST-MODE on Zelenskyy trying to sabotage a Trump Peace deal:
“His country wouldn’t exist without the generosity of the United States of America. Say thank you. It’s stupid. Badmouthing Trump in public will not change his mind. Zelenskyy needs better consultants
btc
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twitter.com)
00:00:38
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A member of Tim Walz's administration has been repeatedly caught on camera allegedly vandalizing parked Teslas with his keys while out walking his dog.
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A member of Tim Walz's administration has been repeatedly caught on camera allegedly vandalizing parked Teslas with his keys while out walking his dog.
Dylan Bryan Adams, 33, a fiscal policy analyst for the State of Minnesota, was caught on Sentry Mode footage dragging a key
时政
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00:00:15