BRIGHTCODE – Michał Żarnecki Portfolio

Hi, I'm Michał Żarnecki — Programmer, Machine Learning Specialist, and Educator. I specialize in building innovative systems and solutions at the intersection of artificial intelligence, machine learning, and data-driven technologies. With a strong foundation in Python and PHP, my work focuses on delivering impactful results and web based systems in areas such as data mining, big data, and natural language processing. On this website you can check some of my projects and recent activity.

Michał Żarnecki on PHPers Summit 2024

PHPers Summit Conference 21.06.2024 Poznań

Posted on 21 June 2024  in events

Lecture: Retrieval Augmented Generation – replace complex logic with a text model
Abstract: Have you ever encountered code with so many conditions and processing scenarios that it was almost impossible to maintain and extend it? What if we replaced it with an automatically generated, self-improving algorithm? In recent years, machine learning as a field of artificial intelligence has become an effective tool for creating systems and applications. The dynamic development of models based on artificial neural networks means that the programming of complex business rules and services based on the summarization and extraction of information can be successfully replaced with machine learning models. In this presentation, you will see a case study illustrating the process of building a simple application based on RAG (Retrieval Augmented Generation) in PHP using a large text model (LLM) to effectively find precise answers in a database of unstructured text data.