Jason Liu Expert AI Consulting, RAG Training, and Open Source Development

What is Jason Liu?

Jason Liu is an independent consultant, staff-level machine learning engineer, and creator focused on advancing AI applications. Leveraging years of experience from top tech companies, he provides consulting services primarily aimed at startups seeking to enhance their AI strategies and engineering practices. His expertise lies in helping teams adopt scientific methodologies to measure improvements, iterate efficiently, and concentrate on impactful outcomes within the rapidly evolving AI landscape.

In addition to consulting, Jason Liu produces educational content, including an intensive course titled 'Systematically Improve Your RAG', designed to equip engineers with advanced techniques for Retrieval-Augmented Generation. He is also the creator of 'Instructor', a widely-used open-source Python library enabling structured outputs from Large Language Models (LLMs), recognized by OpenAI. His website serves as a hub for his services, insights shared through writings, and community resources like an AI-focused job board.

Features

Independent AI Consulting: Specialized guidance for startups on building better AI practices and applications.
Systematically Improve Your RAG Course: An intensive 6-week certification program on enhancing RAG systems.
Instructor Library: Popular open-source Python library for structured outputs from LLMs.
AI Engineering Job Board: Curated list of engineering roles at well-funded AI startups.
Educational Content & Writing: Shares insights on open source, consulting, and improving AI applications via blog and newsletter.

Use Cases

Startups seeking expert guidance on AI strategy and implementation.
Engineering teams looking to improve their Retrieval-Augmented Generation (RAG) systems.
Developers needing reliable structured data extraction from Large Language Models (LLMs).
Engineers and professionals seeking training on advanced AI techniques.
Individuals searching for job opportunities in AI engineering.

FAQs

What is the Instructor library?

Instructor is a popular open-source Python library created by Jason Liu, designed to enable structured outputs from Large Language Models (LLMs). It has over 8000 stars on GitHub and was cited by OpenAI as inspiration for their structured output features.
What kind of consulting does Jason Liu offer?

Jason Liu provides independent consulting focused on helping startups build better practices as they transition to AI, improve AI applications, and operationalize techniques like RAG and LLM usage.
What is the 'Systematically Improve Your RAG' course about?

It is an intensive 6-week certification program designed to teach participants how to build robust processes for identifying system bottlenecks, significantly enhance probabilistic systems, and implement advanced RAG techniques for real-world applications.
Who has Jason Liu consulted for?

He has consulted for various companies including Zapier, HubSpot, Enterpret, Tensorlake, Limitless AI, Trunk Tools, New Computer, Sandbar, Dunbar, Bytebot, Kay.ai, Raycast, Weights & Biases, Modal Labs, Timescale, and Pydantic.
Are there any free resources available on the website?

Yes, Jason Liu provides free resources including writings on his blog, an AI engineering job board, and updates via his newsletter and social media channels (YouTube, Twitter, GitHub).