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πŸ‘‹ Hi, I'm Niels Verleysen

πŸ‘·β€β™‚οΈ Senior Data Scientist at Verhaert, performing applied AI research for intelligent systems, aiding startups and market leaders alike.
🌱 Trying to keep up with the incredibly rapid progress in artificial intelligence and data science.
πŸ“š This profile has evolved from a place to put my student projects to a playground for all kinds of stuff.

Fun fact: I generated my profile picture using a stable diffusion model that I finetuned to generate images featuring myself!

You can check out a selection of my projects and insights here

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Niels Verleysen's Projects

breakout-with-a3c icon breakout-with-a3c

Following along an older course on RL, this code is based on deprecated libraries.

ci_workshop icon ci_workshop

Sample application for a CI workshop using free tools for open source projects.

dmss-dataset-exporter icon dmss-dataset-exporter

Class that can be used to export the time series from a selection of the sensors from a given satellite.

lstm_periodic_function icon lstm_periodic_function

Experiment for my thesis. In this repository I will test the predictive quality of an LSTM-network on a periodic function with different sampling rates, types of noise and amount of previous values given as input.

ppo-pytorch-gym icon ppo-pytorch-gym

Proximal Policy Optimization from scratch with PyTorch for gym environments

pytorch-yolo icon pytorch-yolo

Building an object detector (YOLO) while learning PyTorch

q-learning icon q-learning

Different Q-learning algorithms tested on OpenAI Gym

reinforcementlearningcourse icon reinforcementlearningcourse

Following along the course on Deep Reinforcement Learning by Huggingface (hosted here: https://huggingface.co/deep-rl-course/unit0/introduction?fw=pt)

self-assembling-swarm icon self-assembling-swarm

This is the implementation of my research project for the Multi-Agent Systems course at KU Leuven. In this project I reproduced a self assembling robot swarm in the MASON simulation environment. The system gets a pattern as input and the agents move to reconstruct this pattern.

temporal-modeling-for-safer-spacecrafts icon temporal-modeling-for-safer-spacecrafts

Main experiment of my thesis: Temporal modeling for safer spacecrafts. In this repository I use an LSTM network for forecasting of multiple time series coming from spacecraft sensors. I am using a subset of sensors from the Mars Express orbiter.

textgeneration_with_rnn icon textgeneration_with_rnn

Repository to play around with different RNN architectures for my thesis on temporal modeling for safer spacecrafts. I'm using python and tensorflow/keras.

verharcade-ai icon verharcade-ai

Playground to develop game playing agents for the VerhArcade machine at our Verhaert offices

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