Links to LLMOps materials

Tools

Tool	Description
fabric	fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
ollama	Get up and running with Llama 3, Mistral, Gemma 2, and other large language models.
openui	OpenUI let's you describe UI using your imagination, then see it rendered live.
langchain	Build context-aware reasoning applications

Conferences

1. Data + AI Summit от Databricks.

Big tech MLOps tech stacks overview

1. Amazon SageMaker for MLOps.
2. Google Cloud Architecture Center — MLOps: Continuous delivery and automation pipelines in machine learning.
3. NVIDIA — What Is MLOps?.
4. Microsoft Azure — MLOps: Model management, deployment, and monitoring with Azure Machine Learning.
5. Yandex: YTSaurus + Nirvana + Toloka.
6. Databricks — Glossary: MLOps.

2024

1. Applied LLMs blog: What We’ve Learned From A Year of Building with LLMs, June 2024.
2. Искусство общения с LLM: Гайд по техникам Prompt Engineering.

2023

1. Anyscale blog: Building RAG-based LLM Applications for Production, October 2023.
2. Doordash blog: Building DoorDash’s Product Knowledge Graph with Large Language Models, April 2023.
3. Superwise: Emerging architectures for LLM applications, August 2023.
4. Matt Bornstein and Rajko Radovanovic: Emerging Architectures for LLM Applications, June 2023.