Projects
Web app
VAE embedding explorer
- React
- Flask
- Tensorflow
A tool for exploring the latent space of variational autoencoders. Switch between different projections and datasets, and generate new data at selected locations on the canvas.
Web app
High-dimensional data explorer
- React
- t-SNE
A tool for exploring high-dimensional data embeddings interactively. The t-SNE projections of the internal activations of a neural network classifier trained on the UHCS dataset are used as an example.
Web app
Mechanics of composites
- Python
- Dash
- Matplotlib
- HTML/CSS
A web application to compute the elastic modulus and tensile strength of fiber-reinforced composites based on material properties defined by the user.
Web app
Interactive pole figure
- Python
- Dash
- Matplotlib
- HTML/CSS
A tool to visualize the orientation distribution of crystallographic properties in face-centered cubic materials.
Web app
Painting heatmaps with finite elements modeling
- Python
- Dash-Canvas
- FEM
A toy application that computes heat diffusion by the FEM method based on a pattern of heat sources and sinks drawn by the user.
Software
Microscopy analysis with integrated machine learning
- Python
- Tkinter
- Tensorflow
A software that facilitates the manipulation of large datasets of microscopy images. Analyze the grain structure of polycrystals and predict crystal orientation using machine learning.
Machine learning
AI-based shaders generation
- Python
- Tensorflow
- Blender
Use a machine learning model to generate virtual materials that can be used in 3D renders and animations.