Tag: model training

  • Hacker News: I want to break some laws too

    Source URL: https://snats.xyz/pages/articles/breaking_some_laws.html Source: Hacker News Title: I want to break some laws too Feedly Summary: Comments AI Summary and Description: Yes **Summary:** This text delves into the exploration of data pruning in AI training, specifically highlighting a project inspired by the Minipile paper that demonstrates the effectiveness of using significantly smaller datasets to achieve…

  • Hacker News: How to train a model on 10k H100 GPUs?

    Source URL: https://soumith.ch/blog/2024-10-02-training-10k-scale.md.html Source: Hacker News Title: How to train a model on 10k H100 GPUs? Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses advanced techniques for training massive AI models using 10,000 NVIDIA H100 GPUs, emphasizing the importance of efficient data parallelization, communication optimization, and rapid failure recovery. These insights…

  • The Register: China trains 100-billion-parameter AI model on home grown infrastructure

    Source URL: https://www.theregister.com/2024/10/02/china_telecom_model_trained_local_tech/ Source: The Register Title: China trains 100-billion-parameter AI model on home grown infrastructure Feedly Summary: Research institute seems to have found Huawei to do it – perhaps with Arm cores China Telcom’s AI Research Institute claims it trained a 100-billion-parameter model using only domestically produced computing power – a feat that suggests…

  • Hacker News: Show HN: Open-source text classification CLI – train models with no labeled data

    Source URL: https://github.com/taylorai/aiq Source: Hacker News Title: Show HN: Open-source text classification CLI – train models with no labeled data Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text describes a command-line interface (CLI) tool named “aiq,” which is designed for processing text data through embedding, labeling, training classifiers, and classifying text. With…

  • Hacker News: Show HN: Wordllama – Things you can do with the token embeddings of an LLM

    Source URL: https://github.com/dleemiller/WordLlama Source: Hacker News Title: Show HN: Wordllama – Things you can do with the token embeddings of an LLM Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses WordLlama, a lightweight natural language processing (NLP) toolkit that enhances the efficiency of word embeddings derived from large language models (LLMs).…

  • Hacker News: Notes on OpenAI’s new o1 chain-of-thought models

    Source URL: https://simonwillison.net/2024/Sep/12/openai-o1/ Source: Hacker News Title: Notes on OpenAI’s new o1 chain-of-thought models Feedly Summary: Comments AI Summary and Description: Yes Summary: OpenAI’s release of the o1 chain-of-thought models marks a significant innovation in large language models (LLMs), emphasizing improved reasoning capabilities. These models implement a specialized focus on chain-of-thought prompting, enhancing their ability…

  • Hacker News: Transparency is often lacking in datasets used to train large language models

    Source URL: https://news.mit.edu/2024/study-large-language-models-datasets-lack-transparency-0830 Source: Hacker News Title: Transparency is often lacking in datasets used to train large language models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the challenges associated with the provenance and licensing of datasets used in training large language models (LLMs). It highlights the potential legal and ethical…

  • Simon Willison’s Weblog: NousResearch/DisTrO

    Source URL: https://simonwillison.net/2024/Aug/27/distro/#atom-everything Source: Simon Willison’s Weblog Title: NousResearch/DisTrO Feedly Summary: NousResearch/DisTrO DisTrO stands for Distributed Training Over-The-Internet – it’s “a family of low latency distributed optimizers that reduce inter-GPU communication requirements by three to four orders of magnitude". This tweet from @NousResearch helps explain why this could be a big deal: DisTrO can increase…