AI Projects

Projects completed as part of the OpenClassrooms AI Engineer program, from experimentation to production deployment.

Query AI Services
Query AI Services

This project automates image segmentation through the Hugging Face API to classify clothing styles and power similarity-based recommendations.

Forecast Building Energy Demand
ML - Forecast Building Energy Demand

A supervised forecasting project for building energy demand, comparing models to deliver reliable estimates.

Automatically Classify Information
ML - Automatically Classify Information

HR profile classification to anticipate attrition risk, using an interpretable approach aligned with business decision-making.

Deploy an ML Model as an API
Deploy an ML Model as an API

Production deployment of the HR model as a REST API, with data persistence and a deployment pipeline.

MLOps - Part 1
MLOps - Part 1

First MLOps milestone on a credit-scoring use case, with MLflow experiment tracking and standardized training workflows.

Design a RAG System
Design a RAG System

Design of a RAG system and e-tourism chatbot that answers business questions using documented and traceable context.

MLOps - Part 2
MLOps - Part 2

End-to-end MLOps industrialization with automated builds, data extraction, profiling, inference testing & DataDrift analyzing.

AI Project Scoping
AI Project Scoping

Upfront scoping work to clarify business value, risks, governance, and delivery roadmap for an AI initiative.

Semi-Supervised Approaches for Image Processing
ML - Semi-Supervised Approaches for Image Processing

A semi-supervised medical Deep Learning imaging approach to reduce labeling effort while maintaining prediction quality.

LunarLander RL Landing Agent
RL - LunarLander Landing Agent

A reinforcement learning agent trained for LunarLander, with performance tracking and a demo interface.

Multimodal Data Extraction Pipeline
Multimodal Data Extraction Pipeline

A multimodal ETL pipeline (text + image) orchestrated with Airflow, with PostgreSQL storage and KPI dashboards.

AI Chess Opening Assistant
AI Chess Opening Assistant

An AI assistant for chess openings, combining Stockfish and semantic retrieval to suggest contextual moves.

Fine-Tune Your Own LLM
Fine-Tune Your Own LLM

LLM fine-tuning with LoRA, for patient triage in emergency. Serving through vLLM and FastAPI, with audit and CI for reliable rollout.

Sparrow - Bird Detector
Sparrow - Bird Detector

A personal project. An outdoor Raspberry Pi + microphone sensor streams audio to an inference server using BirdNET-Lib and the BirdNET model to detect nearby bird species.

Contact me

Maybe available for work, feel free to contact me!

LinkedIn LinkedIn Malt