foundationmodels

The latest news, opinions and technical guides from ZenML.
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How to Finetune Phi 3.5 with ZenML

Master cloud-based LLM finetuning: Set up infrastructure, run pipelines, and manage experiments with ZenML's Model Control Plane for Microsoft's latest Phi model.
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How to Finetune Llama 3.1 with ZenML

Master cloud-based LLM finetuning: Set up infrastructure, run pipelines, and manage experiments with ZenML's Model Control Plane for Meta's latest Llama model.
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Bigger Isn't Always Better: The Case for RAG in the Age of Infinite Context

Context windows in large language models are getting super big, which makes you wonder if Retrieval-Augmented Generation (RAG) systems will still be useful. But even with unlimited context windows, RAG systems are likely here to stay because they're simple, efficient, flexible, and easy to understand.
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October 19, 2023
10 Mins Read

Productionalizing LangChain and LlamaIndex with a ZenML MLOps Pipeline to Help Community Slack Support

We decided to explore how the emerging technologies around Large Language Models (LLMs) could seamlessly fit into ZenML's MLOps workflows and standards. We created and deployed a Slack bot to provide community support.
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October 16, 2023
10 mins read

Using ZenML with LLMs to Analyze Your Databases: A Case Study with you-tldr.com and Supabase/GPT-4

Explore how ZenML, an MLOps framework, can be used with large language models (LLMs) like GPT-4 to analyze and version data from databases like Supabase. In this case study, we examine the you-tldr.com website, showcasing ZenML pipelines asynchronously processing video data and generating summaries with GPT-4. Understand how to tackle large language model limitations by versioning data and comparing summaries to unlock your data's potential. Learn how this approach can be easily adapted to work with other databases and LLMs, providing flexibility and versatility for your specific needs.
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