Machine Learning articles

profiq Video: Evaluating LLMs with MLflow by Miloš Švaňa

Anke Corbin

3 min read2 years agoAugust 21, 2024

Are you developing an application and looking to integrate large language model (LLM) features? With multiple options like GPT, Gemini, Claude, and open-source models from Hugging Face, we'll help you evaluate.

• ai
• llm

Let’s make LLMs generate JSON!

Miloš Švaňa

15 min read2 years agoMay 3, 2024

In this article, we are going to talk about three tools that can, at least in theory, force any local LLM to produce structured output: LM Format Enforcer, Outlines, and Guidance. After a short description of each tool, we will evaluate their performance on a few test cases ranging from book recommendations to extracting information from HTML. And the best for the end, we will show you how forcing LLMs to produce a structured output can be used to solve a very common problem in many businesses: extracting structured records from free-form text.

• json
• llm
• tools

Empowering Users with Advanced Question-Answering Systems

Miloš Švaňa

14 min read3 years agoJune 20, 2023

For a long time, we have dreamt about systems able to answer questions related to a set of text documents — a next-gen search engine.

• ai
• machine learning
• technical research

Machine Learning in Dataiku: Let’s train an image classifier!

Miloš Švaňa

1 min read3 years agoMarch 20, 2023

More and more companies are integrating machine learning (ML) and artificial intelligence (AI) into their products.

• artificial intelligence
• machine learning
• profiq