Lucas Driessens | Projects

Sim2Real Transfer

Investigation of RL agent transfer from simulation to real-world using a remote-controlled car, exploring Sim2Real challenges.

OpenAI GymO DDQN Python RL

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(Long) RAG

This project is an advanced document question-answering system that leverages transformer models to process and query PDF documents, transforming them into a format suitable for effective querying and retrieval.

Transformer Models FAISS Python LangChain Gradio

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Mushroom Classification Model

Full MLOps implementation for mushroom classification, featuring model lifecycle management and Azure integration.

Azure ML MLOps Python CI/CD

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Fine-Tuning DistilBERT for Sentiment Analysis

A project that fine-tunes the DistilBERT model on the IMDb movie reviews dataset for sentiment classification.

Sentiment Analysis Fine-Tuning DistilBERT Transformers PyTorch

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Simple Neural Network from Scratch for MNIST Classification

Implementation of a simple neural network with a single hidden layer for handwritten digit classification, built entirely from scratch using NumPy.

Neural Network NumPy Python

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Digit Classification with PyTorch

A Conv. neural network built in PyTorch to classify handwritten digits from the MNIST dataset. This implementation uses PyTorch to streamline model training and evaluation, achieving high accuracy for the same problem as the NumPy version.

CNN PyTorch Python

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Fashion-MNIST Classification

Neural network model achieving 92% accuracy in classifying clothing images into 10 categories.

Keras TensorFlow Neural Networks

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Fraud Detection using Autoencoders

Implementation of autoencoder-based fraud detection system achieving 0.96 AUC score.

Keras Autoencoders Python

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Real-Time Emotion Detection

A deep learning-based system for real-time emotion detection from facial expressions, utilizing Convolutional Neural Networks (CNN) with OpenCV and PyTorch.

CNN OpenCV PyTorch Computer Vision

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Audio Processing with Whisper

Cloud-based audio processing solution using Whisper model and OpenAI for transcription and summarization.

OpenAI Google Cloud Python Whisper

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AI/Technology News App

React-based news aggregator for AI and technology news with caching and filtering features.

React JavaScript News API

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COF-FI Remote Coffee Machine

IoT-enabled coffee machine with remote control and monitoring capabilities.

IoT Python JavaScript MySQL

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Bookify

Flask-based book management system with GPT-4 integration for smart recommendations.

Flask Firebase GPT-4

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UpWall: Smart Climbing Wall

IoT-enabled climbing wall with social media integration and Azure AD authentication.

IoT Azure AD JavaScript C#

Sustainable Lobster Breeding

Cloud-based solution for sustainable lobster breeding using predictive analytics.

Cloud Computing ML Predictive Analytics