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anstadnik/README.md

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.

Popular repositories Loading

  1. FirstAidBot FirstAidBot Public

    Dart 3

  2. hairstyle_detector hairstyle_detector Public

    Jupyter Notebook 1

  3. univ univ Public

    My repository for projects

    Python

  4. pudb.vim pudb.vim Public

    Forked from SkyLeach/pudb.vim

    Integrate the awesome PUDB debugger with NeoVim

    Python 1

  5. tmux-onedark-theme tmux-onedark-theme Public

    Forked from odedlaz/tmux-onedark-theme

    A dark tmux color scheme inspired by Atom's One Dark syntax theme.

    Shell

  6. tf_specialization tf_specialization Public

    This is the repository for my tensorflow specialization practical assignments