ML Engineer interested in all things AI, possible applications of it, neuroscience, and all things in between.

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github

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https://github.com/the-momentum/notetaker Open source tool for medical practitioners for notetaking and final report automation, using local ASR and LLM models.

Notetaker AI - Automation tool aimed at medic

A chatbot-powered cancer awareness platform, focusing on spreading awareness about testicular cancer symptoms as well as self-checkup methods and cancer symptoms. Built using an AI agent as a core chatbot engine, with complex guardrails and safety measures for proper content generation and responses. Utilised a dedicated diagnostic model for symptom evaluation in a deterministic and explainable way, fit for a health-oriented platform. In addition, the agent was equipped with RAG tools for accurate information presentation. The platform was accesible as an open web application.

Diagnostic system with LLM interface

Masterclass course covering all the basics around data and ML in healthtech environment. Wrote the bulk of the data and ML content, prepared materials and recorded dedicated ML segments for the masterclass.

AI Implementation in Healthcare Masterclass

Development of a sales prediction module using historical data for a complex analytical system. The full system included advanced analytics focusing on sales forecasting, ingredients requirement prediction, production process analytics, and client profiling.

Moduł predykcyjny systemu analitycznego wspie

Generative AI kitchen desing visualiser based

Chatbot service for enterprenour community platform, set up for operation in two modes - outbound, for new users, answering questions about the platform, community, and services, and an internal business expert one for registered users, providing in depth mentoring and advice. Both agents operated using RAG systems and tools for internet searches and data analysis. Additionally, the platform was extended by a recommendation service, connecting users with similar bussiness areas of interes and from similar locations using a simple recommendation system, using user data and geocoding tools.

Bussiness expert AI agent for a enterprenour 

Open wereables - Open source wereables data u

AI Agent platform supporting project manageme

Dietary and wellbeing platform - AI assistant

Developed a module of a well-being app that aggregated data from various sources analyzing them in order to generate recommendations, insights for caretakers, and health alerts forming a comprehensive next-best action system. The system was integrated with data sources like Apple Health or Google Fit. This data was combined with input from the users about their current health state, conditions, or daily activity levels. This way a complex analysis of patterns could be performed, resulting in insight and recommendations for both the user and his caretaker. User recommendations were aimed at building healthy habits in response to the current health, while the caretaker was provided with detailed reports and alert systems helping them in monitoring and aiding the user.

Analytical and recomendation module of a well

Development of a virtual training tool assisting a user during a simulated sports game - providing him with feedback and suggestions on how to correct mistakes, based on real-time analysis and classification of user movement recorded with a set of IMU sensors.

Moduł klasyfikacji ruchu na bazie danych z cz

Praca magisterska obejmująca projekt i implementację interfejsu mózg-komputer (BCI) opartego o wyobrażenia sensomotoryczne a następnie analiza zebranych wyników w wykorzystaniem metod uczenia maszynowego i sieci neuronowych.

Interfejsy mózg-komputer wykorzystujące bodźc

Automation and next best action system system

Development and project management of an integration tool, handling updating existing ERP system and data structures with external data.

Narzędzie integracyjne i obsługujące zewnętrz

Development of a fully voiced and animated AI avatar to serve as the face of a new product launch for a pharmaceutical company. The avatar was generated using fine-tuned generative AI models, based on inputs gathered from the product team. The resulting avatar served as a face for a specific product, presenting it and related to its contents in various contexts, including promotional videos, conference stands and more.

AI avatar for pharmaceutical company product 

Performed an initial data audit and a series of data readiness workshops with the company data analyst team for a production company wanting to introduce AI-based prediction and analytics solutions. The scope of the consulting phase concerned data structures and reorganisation, process optimisation, techniques for tool ML and AI tool development and implementation into the company's inner processes and more.

Data audit and AI/ML consulting for productio

Data aggregation platform for company documents, guidelines, and other sources (such as email, slack, external services, open searches, etc.) into a complex knowledge base powering a multi-agent AI engine able to search through and answer questions based on those sources using RAG techniques. Platform provides the ability to create separate projects with dedicated knowledge bases and different access levels for users as well as insight sharing by saving generated answers into collaborative space.

AI Agent platform supporting internal decisio

Proof of concept paralegal chatbot answering questions using a basic RAG setup. The goal was to test the potential of AI agents in interpreting legal documents and codes.

AI agent powered paralegal chatbot

Architektura sieciowa i struktury komunikacyj

Development and project management of a virtual dressing room tool, based on machine vision and generative AI tools, intended for integration with an e-commerce platform. Solution allowed clients to try on selected products in real time, through the internet, using webcam footage.