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LLMOps Learning Hub

Folks training foundation models share practices, real-world examples, and tool reviews.

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Neptune’s Blog Article

LLMOps: What It Is, Why It Matters, and How to Implement It

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Stephen Oladele
– 11 min
This article is a comprehensive guide to LLMOps. You will learn about the he unique challenges LLMOps addresses, how LLMOps compares to and diverges from traditional MLOps practice, the core components, tools, and practices of LLMOps, and a lot more.
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Neptune’s Blog Article

Zero-Shot and Few-Shot Learning with LLMs

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Michał Oleszak
– 7 min
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Neptune’s Blog Article

LLM Observability Fundamentals, Practices, and Tools

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Ejiro Onose
– 11 min
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Neptune’s Blog Article

LLM Guardrails: Secure and Controllable Deployment

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Natalia Kuzminykh
– 7 min
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Neptune’s Blog Article

LLM Fine-Tuning and Model Selection Using Neptune and Transformers

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Pedro Gabriel Gengo Lourenço
– 13 min
This post offers insights for selecting the best model and conducting efficient fine-tuning, even when resources are constrained. We’ll look at ways to reduce a model’s memory footprint, speed up training, and best practices for monitoring.
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Neptune’s Blog Article

LLM Evaluation for Text Summarization

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Gourav Bais
– 10 min
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