Pinned Repositories
Analytical-Displacement-Mapping
Implementation of analytic displacement mapping using hardware tessellation based on Nießner & Loop (2013). The model is extended with procedural generation of displacement textures.
Asteroid-Shooter
Backprop-MLP
Explicit backpropagation (no AD) of a multilayer perceptron in a single binary classification task in TensorFlow. Includes validation with automatic differentiation (AD).
Hydrodynamic-Imaging
Hydrodynamic image with the artificial lateral line using physics-informed informed neural networks and other proven methods in 2D dipole localization.
ik-nlp-tutorials
Lab tutorials for the MSc NLP course at the University of Groningen 🐮
MAS-Trust-in-Exchange
Multi-agent system for modeling trust in market exchanges.
ML-Covid-forecasting
C implementation of a Multilayer perceptron with gradient descent through explicit backpropagation for use in time-series prediction tasks. The project targets forecasting of Covid-19 data.
ML-Unfinished-Fugue
Music generation with machine learning: Completing Bach's unfinished Contrapunctus XIV. A variety of models including linear regression, multilayer perceptrons and echo state networks are used as autoregressive models to take on the challenging time-series task.
NLP-Explanations-for-NLI
Fine-tuning and evaluation of a language model for explanation generation of natural language inference. Fine-tuning scripts for a pre-trained T5 model supporting both full model fine-tuning as well as LoRA are included in this repository.
RL-Catch-Value-Based
Deep Reinforcement Learning: Value-Based methods. An implementation of DQN, DDQN, Dueling Architectures, DQV, DQV-Max on the PyTorch Lightning framework.
Rmko4's Repositories
Rmko4/Analytical-Displacement-Mapping
Implementation of analytic displacement mapping using hardware tessellation based on Nießner & Loop (2013). The model is extended with procedural generation of displacement textures.
Rmko4/Hydrodynamic-Imaging
Hydrodynamic image with the artificial lateral line using physics-informed informed neural networks and other proven methods in 2D dipole localization.
Rmko4/NLP-Explanations-for-NLI
Fine-tuning and evaluation of a language model for explanation generation of natural language inference. Fine-tuning scripts for a pre-trained T5 model supporting both full model fine-tuning as well as LoRA are included in this repository.
Rmko4/Backprop-MLP
Explicit backpropagation (no AD) of a multilayer perceptron in a single binary classification task in TensorFlow. Includes validation with automatic differentiation (AD).
Rmko4/MAS-Trust-in-Exchange
Multi-agent system for modeling trust in market exchanges.
Rmko4/RL-Catch-Value-Based
Deep Reinforcement Learning: Value-Based methods. An implementation of DQN, DDQN, Dueling Architectures, DQV, DQV-Max on the PyTorch Lightning framework.
Rmko4/Asteroid-Shooter
Rmko4/ik-nlp-tutorials
Lab tutorials for the MSc NLP course at the University of Groningen 🐮
Rmko4/ML-Covid-forecasting
C implementation of a Multilayer perceptron with gradient descent through explicit backpropagation for use in time-series prediction tasks. The project targets forecasting of Covid-19 data.
Rmko4/ML-Unfinished-Fugue
Music generation with machine learning: Completing Bach's unfinished Contrapunctus XIV. A variety of models including linear regression, multilayer perceptrons and echo state networks are used as autoregressive models to take on the challenging time-series task.
Rmko4/RL-KArmed-Bandit
K-armed bandit problem approached with a variety of action-selection learning algorithms.
Rmko4/RL-Tabular-Rubikscube
Reinforcement Learning with tabular methods: TD-learning (Q-learning and SARSA) and MENACE-like approach applied to a Rubik's cube with a move set restricted to 180-degree turns.
Rmko4/Rmko4
Config files for my GitHub profile.
Rmko4/RL-On-Policy-Actor-Critic
Deep Reinforcement Learning: On-Policy Actor Critic methods. An implementation of Advantage Actor-Critic (A2C) and Proximal Policy Optimization (PPO) on the PyTorch Lightning framework.