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Tag: training method

  • Hacker News: Replicating Deepseek-R1 for $4500: RL Boosts 1.5B Model Beyond o1-preview

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    Kurt Seifried
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    Source URL: https://github.com/agentica-project/deepscaler Source: Hacker News Title: Replicating Deepseek-R1 for $4500: RL Boosts 1.5B Model Beyond o1-preview Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text describes the release of DeepScaleR, an open-source project aimed at democratizing reinforcement learning (RL) for large language models (LLMs). It highlights the project’s capabilities, training methodologies, and…

  • The Register: DeepMind working on distributed training of large AI models

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    Kurt Seifried
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    Source URL: https://www.theregister.com/2025/02/11/deepmind_distributed_model_training_research/ Source: The Register Title: DeepMind working on distributed training of large AI models Feedly Summary: Alternate process could be a game changer if they can make it practicable Is distributed training the future of AI? As the shock of the DeepSeek release fades, its legacy may be an awareness that alternative approaches…

  • Hacker News: Understanding Reasoning LLMs

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    Kurt Seifried
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    Source URL: https://magazine.sebastianraschka.com/p/understanding-reasoning-llms Source: Hacker News Title: Understanding Reasoning LLMs Feedly Summary: Comments AI Summary and Description: Yes Summary: The text explores advancements in reasoning models associated with large language models (LLMs), focusing particularly on the development of DeepSeek’s reasoning model and various approaches to enhance LLM capabilities through structured training methodologies. This examination is…

  • Hacker News: Researchers created an open rival to OpenAI’s o1 ‘reasoning’ model for under $50

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    Kurt Seifried
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    Source URL: https://techcrunch.com/2025/02/05/researchers-created-an-open-rival-to-openais-o1-reasoning-model-for-under-50/ Source: Hacker News Title: Researchers created an open rival to OpenAI’s o1 ‘reasoning’ model for under $50 Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses a new AI reasoning model developed by researchers at Stanford and the University of Washington, named s1, which performs comparably to advanced models…

  • Hacker News: DeepSeek R1’s recipe to replicate o1 and the future of reasoning LMs

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    Kurt Seifried
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    Source URL: https://www.interconnects.ai/p/deepseek-r1-recipe-for-o1 Source: Hacker News Title: DeepSeek R1’s recipe to replicate o1 and the future of reasoning LMs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the recent developments and insights regarding the training of reasoning language models (RLMs), particularly focusing on the release of DeepSeek AI’s flagship reasoning model,…

  • The Register: DeepSeek means companies need to consider AI investment more carefully

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    Kurt Seifried
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    Source URL: https://www.theregister.com/2025/01/31/deepseek_implications/ Source: The Register Title: DeepSeek means companies need to consider AI investment more carefully Feedly Summary: But Chinese startup shakeup doesn’t herald ‘drastic drop’ in need for infrastructure buildout, say analysts Analysis The shockwave following the release of competitive AI models from Chinese startup DeepSeek has led many to question the assumption…

  • Hacker News: Mini-R1: Reproduce DeepSeek R1 "Aha Moment"

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    Kurt Seifried
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    Source URL: https://www.philschmid.de/mini-deepseek-r1 Source: Hacker News Title: Mini-R1: Reproduce DeepSeek R1 "Aha Moment" Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the release of DeepSeek R1, an open model for complex reasoning tasks that utilizes reinforcement learning algorithms, specifically Group Relative Policy Optimization (GRPO). It offers insight into the model’s training…

  • Hacker News: DeepSeek proves the future of LLMs is open-source

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    Kurt Seifried
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    Source URL: https://www.getlago.com/blog/deepseek-open-source Source: Hacker News Title: DeepSeek proves the future of LLMs is open-source Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses DeepSeek, a Chinese AI lab that has developed an open-source reasoning model, R1, which competes with high-profile models like OpenAI’s o1. It highlights the unique position of DeepSeek…

  • Hacker News: DeepSeek’s AI breakthrough bypasses industry-standard CUDA, uses PTX

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    Kurt Seifried
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    Source URL: https://www.tomshardware.com/tech-industry/artificial-intelligence/deepseeks-ai-breakthrough-bypasses-industry-standard-cuda-uses-assembly-like-ptx-programming-instead Source: Hacker News Title: DeepSeek’s AI breakthrough bypasses industry-standard CUDA, uses PTX Feedly Summary: Comments AI Summary and Description: Yes Summary: DeepSeek’s recent achievement in training a massive language model using 671 billion parameters has garnered significant attention due to its innovative optimizations and the use of Nvidia’s PTX programming. This breakthrough…

  • Hacker News: Has DeepSeek improved the Transformer architecture

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    Kurt Seifried
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    Source URL: https://epoch.ai/gradient-updates/how-has-deepseek-improved-the-transformer-architecture Source: Hacker News Title: Has DeepSeek improved the Transformer architecture Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the innovative architectural advancements in DeepSeek v3, a new AI model that boasts state-of-the-art performance with significantly reduced training times and computational demands compared to its predecessor, Llama 3. Key…