Reconstructing Shader Inputs with SlangPY and PyTorch
Shaders define visual effects by transforming inputs into rendered outputs. But what if we could reverse that process—recover shader inputs directly from the final image? Or adjust…
p4vv37 / portfolio
Paweł Kowalski
Machine Learning Engineer for Game Technology
Projects, experiments & notesExplore the work
01 / Latest entries
Most recent
Training GPT-2 to win Connect Four game
I wanted to learn training GPT-2 as it is a powerful model. For simplicity, I chose Connect Four. This project serves as a basic example, with future plans for more complex…
Trying to generate 3D variations of 2D reference and control features of output & test of SV3D
In this article, I explore the capability to generate 3D assets based on 2D reference images. The control over the final results is crucial, particularly when the need arises for exact…
02 / Selected projects
Two highlights
Generation of simplified representations of the city, characters and vehicles for Cyberpunk 2077
Paper plane flight simulation by RNN
In Browser demo Simple physics simulation: Recurrent Neural Network predicts a flight of a plane and takes a blowing wind int an account. There are 3 versions of the network that…