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Hi there 👋

My name is Ludek and I am primarily interested in the development of state-of-the-art methods in the machine learning field.

Here are some of the most relevant projects I have done in the past:

  • 🔗 / 2023 / Benchmarking SOT Feature Transforms for Biomedical Few-Shot Learning Tasks
  • 🔗 / 2023 / Advancing Homepage2Vec with LLM-Generated Datasets for Multilingual Website Classification
  • 🔗 / 2023 / Evaluating Taste Consensus Among Beer Reviewers: are beer descriptors specific to the given beer type?
  • 🔗 / 2023 / Prediction of movement based on sEMG signal data
  • 🔗 / 2023 / Mutagenicity prediction using Graph Neural Networks
  • 🔗 / 2023 / Co-founded first AI organisation at ITU and wrote several blog posts about SOTA papers (LLaMA, MarioGPT, ...)
  • 🔗 / 2023 / Designing Zelda game levels with the help of Neural Cellular Automata
  • 🔗 / 2022 / Implementation of common ML algorithms from scratch
  • 🔗 / 2022 / Power production prediction based on time series data
  • 🔗 / 2022 / Personal marathon race data visualisation using Plotly and Dash

I have been also a Teaching Assistant in several courses, you might find useful the following materials:

  • 🔗 / 2022 / Notes and detailed solutions to all Machine Learning exercises
  • 🔗 / 2022 / Notes and detailed solutions to all Linear Algebra and Optimisation exercises

Ludek Cizinsky's Projects

aoc icon aoc

Advent of code problems solutions.

bakala-essay icon bakala-essay

Essay on the topic: How does your field of study contribute to solving today's global challenges?

conv2d icon conv2d

Playing with the PyTorch's Conv2D module.

epfl-ada23 icon epfl-ada23

Materials for Applied Data Analysis CS-401, Fall 2023

epfl-cs502 icon epfl-cs502

CS-502: Deep Learning in Biomedicine taken at EPFL.

epfl-ml icon epfl-ml

[CS-433] EPFL machine learning course

haemodynamic-response-modelling icon haemodynamic-response-modelling

In this project we aim at modelling the haemodynamic response of the brain when the area of the cortex function- ally correlated to face recognition is stimulated.

itu-dataviz icon itu-dataviz

Data Visualisation and Data-driven Decision Making (Spring 2022)

itu-dsrbs icon itu-dsrbs

Data Science in Research, Business and Society (Autumn 2020)

itu-lsda icon itu-lsda

Large Scale Data Analysis (Spring 2022)

itu-rod icon itu-rod

Reflections on Data Science (Spring 2023)

itu-syp icon itu-syp

Second Year Project (Introduction to Natural Language Processing and Deep Learning)

marathonviz icon marathonviz

Visualisation of my latest marathon effort. (CPH marathon 2022)

ml-flow icon ml-flow

Small project to test capabilities of MLflow.

plstream-lang-capabilities icon plstream-lang-capabilities

Comparative study of language capabilities between PLStream and supervised state-of-the-art models using CheckList.

project-repommend icon project-repommend

Network analysis project focused on building a recommendation graph from the given bipartite graph of users and repositories.

ta-fyp icon ta-fyp

Repo where I will store some of the examples from the exercise sessions.

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