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projects

DeepONet for neural operator learning

I tried teaching a Julia model to map one function to another, from integrals to PDEs.

Úvod do strojového učení

přehled základních konceptů strojového učení

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Protein family classification with NLP

classifying protein sequences into their most common UniProt families using pretty basic NLP tricks. I tried k-NN, decision trees, and random forests and compared how they did.

Analysis of market price GDP per capita across European countries

I pulled together GDP figures across Europe and tried to make sense of the gaps between countries.

Bernstein-Vazirani algorithm explained

a small tool for exploring the bernstein-vazirani algorithm under hardware noise.

Regression analysis of nitrate concentration in rivers

I tried to explain nitrate levels at river mouths, starting with population density and a simple regression.

Network analysis of prague public transport

I turned Prague's timetables into a graph to see which stops hold the network together.

Dimensionality reduction

how many of those 784 pixels do I really need to tell a T-shirt from a pair of trousers?

Analysis of crime data in Austria

I compared crime counts across Austrian regions, then looked at what changes when you account for population.

Quantum Bloch maze, a puzzle game

a little maze where the right route matters as much as reaching the exit: each tile changes your quantum state.

Statistical analysis of data on natural selection

does arm bone length change whether sparrows survive winter storms?

Animal shelter in Austin, Texas - data analysis

I dug through Austin's shelter records to see how animals arrive, leave, and sometimes come back.

Life expectancy - data analysis

predicting life expectancy from country-level health and economic indicators. Lots of feature engineering, then random forest, ridge, and k-NN pipelines compared head to head.

Exploring deep learning approaches with f-MNIST

I kept changing the model to see what actually helped with Fashion MNIST: depth, convolutions, dropout, batch norm.

Overseer - a take on surveillance

a robotic art piece about surveillance, inspired by George Orwell's 1984.