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Notable projects

Computer Vision

  • camera_calibration - Improve camera calibration for cameras with wide FOV by simulating the distorted lattice and predicting possible locations of the previously undetected points. My Master's diploma project.

ML

  • SynRD - A Differentially Private (DP) Synthetic Data benchmarking package, made in collaboration with New York Univerity (paper).
  • adversarial_attack - Generate adversarial noise using genetic algorithms to hide the text from an OCR toolchain (Tesseract) such that a human can still read it.
  • smart_rockets - pathfinding in a labyrinth using genetic algorithms.

Rust

  • FirstAidBot - a telegram bot and an MVP app for helping civilians delivering first aid. Rust, Flutter, CI/CD, auto-deploy to cloud.
  • replicated_log - a web server, which broadcasts messages to clients. Supports quorum, health checks, message resending etc.
  • rust_algs - implementation of disjoint set, segment_tree, trie, list_node and tree_node (from leetcode).

C++

C

  • brainfuck - An implementation of the brainfuch interpreter and debugger.
  • libft - my implementation of the C standard library, including printf.
  • minitalk - send strings using user signals

Courses, taken at Ukrainian Catholic Univerity

  • sem_1
    • distributed_systems: Master/client Rust/Python distributed system in docker compose with various options.
    • intro_to_data_science: Group project, Ukrainian book generation. I was responsible for fine-tuning GPT-2 on the grid of authors and genres. We also used VQGAN+CLIP for image generation.
    • linear_algebra: Various projects (both python and math in latex) on topics including orthogonality, eigenvalues, eigenvectors, matrix factorization and iterations and numerical optimization.
    • statistics: Just a lot of math.
    • warehousing: Data varehousing. ETL in sql.
  • sem_2
    • bayesian_methods: Statistics, Kalman filter, particle filter.
    • DL: Implementation of simple CNN in latex and python by hand, in scalar and matrix forms. Both training and inference.
    • ML: Basically, a lot of ML algs, including SVM, decision trees, random forests, boosting, clustering, PCA, t-SNE, etc.
    • perf: Cuda, speeding python up with mutltithreading Rust, SIMD in Rust etc.
    • vis: Texty.org-like visualizations using Altair.
  • sem_3
    • academic_writing: Writing a paper on the topic of the course.
    • camera_calibration: My thesis project.
    • CV: Computer vision course. All kinds of stuff, including classical, deep learning. Segmentation, detection, tracking, etc.
    • health: A project with Toronto University.
    • MMDS: Mining massive datasets. Spark, Streams, BloomFilter, etc.
    • RL: Reinforcement learning. Q-learning, DQN, A3C, etc.

Andrii Stadnik's Projects

appearancenotifier icon appearancenotifier

This application listens for when the macOS interface theme changes and then does some thing(s). For now, it's hardcoded to switching my kitty and Neovim themes to match the new theme.

awesome-ukrainian-nlp icon awesome-ukrainian-nlp

Curated list of Ukrainian natural language processing (NLP) resources (corpora, pretrained models, libriaries, etc.)

cvnp icon cvnp

cvnp: pybind11 casts between numpy and OpenCV, with shared memory

deltille icon deltille

Detector of partial or occluded deltille (triangular) and rectangular checkerboards in camera images

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