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Open-Weight AI Models: A Path to Responsible Innovation
by Sri Ambati | April 04, 2024 GenAI App Store, H2O-3, Responsible AI, h2oGPT

The recent Request for Comments (RFC) issued by the National Telecommunications and Information Administration (NTIA) on open-weight AI models has sparked an important conversation about the future of AI. As we consider the potential benefits and risks associated with making AI model weights more accessible and transparent, it is clear ...

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Boosting LLMs to New Heights with Retrieval Augmented Generation

Businesses today can make leaps and bounds to revolutionize the way things are done with the use of Large Language Models (LLMs). LLMs are widely used by businesses today to automate certain tasks and create internal or customer-facing chatbots that boost efficiency. Challenges with dynamic adaption of LLMs As with any new hyped-up thi...

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H2O LLM EvalGPT: A Comprehensive Tool for Evaluating Large Language Models
by Srinivas Neppalli, Abhay Singhal, Michal Malohlava | July 19, 2023 Generative AI, Large Language Models, h2oGPT

In an era where Large Language Models (LLMs) are rapidly gaining traction for diverse applications, the need for comprehensive evaluation and comparison of these models has never been more critical. At H2O.ai, our commitment to democratizing AI is deeply ingrained in our ethos, and in this spirit, we are thrilled to introduce our innovati...

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H2O LLM DataStudio: Streamlining Data Curation and Data Preparation for LLMs related tasks
by Shivam Bansal, Sanjeepan Sivapiran, Nishaanthini Gnanavel | June 14, 2023 Data, Data Preparation, H2O LLM Studio, Large Language Models, NLP, h2oGPT

A no-code application and toolkit to streamline data preparation tasks related to Large Language Models (LLMs) H2O LLM DataStudio is a no-code application designed to streamline data preparation tasks specifically for Large Language Models (LLMs). It offers a comprehensive range of preprocessing and preparation functions such as text cl...

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Enhancing H2O Model Validation App with h2oGPT Integration
by Parul Pandey | May 17, 2023 Deep Learning, H2O Model Validation, h2oGPT

As machine learning practitioners, we’re always on the lookout for innovative ways to streamline and enhance our processes. What if we could integrate the power of language models into our workflows, especially in the critical phase of model validation? Imagine running validation procedures, interpreting results, or even troubleshooting i...

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Democratization of LLMs
by Sri Ambati | May 08, 2023 H2O LLM Studio, Large Language Models, h2oGPT

Every organization needs to own its GPT as simply as we need to own our data, algorithms and models. H2O LLM Studio democratizes LLMs for everyone allowing customers, communities and individuals to fine-tune large open source LLMs like h2oGPT and others on their own private data and on their servers. Every nation, state and city needs it...

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Building the World's Best Open-Source Large Language Model: H2O.ai's Journey
by Arno Candel | May 03, 2023 Large Language Models, h2oGPT

At H2O.ai, we pride ourselves on developing world-class Machine Learning, Deep Learning, and AI platforms. We released H2O, the most widely used open-source distributed and scalable machine learning platform, before XGBoost, TensorFlow and PyTorch existed. H2O.ai is home to over 25 Kaggle grandmasters, including the current #1. In 2017, w...

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