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HSE DSBA
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HSE DSBA
7 followers · 10 following

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Achievement: Pull Sharkx2Achievement: Quickdraw

Achievements

Achievement: Pull Sharkx2Achievement: Quickdraw

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Shel2123/README.md

About Me:

Hi, I’m @Shel2123.

Backend & ML developer, studying at HSE (Faculty of Computer Science). Interested in backend development, ML and low-level systems programming.

email

Projects:

ML

Project Description Stack
Dota2 Win Prediction Predicting Dota 2 match outcomes with GPU-accelerated logistic regression on hero picks, chat texts and gold/exp timelines Python, NumPy, scikit-learn, RAPIDS, Optuna, cuML, polars, pandas, TF-IDF
Chronoise Synthetic noise-driven time series with controllable structure for ML benchmarks. Built as part of my research on structural break detection. Python, NumPy, statistics
ScenarioNoveltyChangePoints Analyzes books/scenarios and measures the novelty of each paragraph or group of paragraphs. Python, NLP
House Prices - Advanced Regression Kaggle-style regression pipeline: feature engineering, model selection, ensembling. Python, scikit-learn
car price prediction TF skl Car price prediction with TensorFlow and scikit-learn. Python, TensorFlow, scikit-learn
regression_visualisation 3D visualization of a linear regression hyperplane and gradient descent. Python, Matplotlib/Plotly

Computer Vision

Project Description Stack
ClashRoyale Emoji Detection Detecting in-game emojis on Clash Royale screenshots/frames. Python, CV

Backend

Project Description Stack
API Based Prediction Microservice app: Python frontend → Go (Gin) gateway → FastAPI service with an ML model. Go, Gin, FastAPI, Python

C/C++ & Systems

Project Description Stack
TryDOOM DOOM-inspired game engine experiments: rendering, game loop, low-level graphics. C++, SDL/OpenGL
LevenshteinDist Efficient Levenshtein distance implementation. C++

C#

Project Description Stack
Autoclicker Lightweight Windows tool to automate keyboard key sequences with custom delays and hold durations - for repetitive tasks, testing or gaming. C#, WinAPI

Python Utilities

Project Description Stack
SortFiles Automatically organizes files into subfolders by extension (.exe, .pdf, .png, …). Python
Sorting_Algorithms_Comparison Comparison and visualization of sorting algorithms. Python

Tech Stack:

Python / ML

Python FastAPI NumPy Pandas Polars Matplotlib Plotly scikit-learn CatBoost XGBoost Optuna cuDF cuML PyTorch

Go

Go Gin

C / C++ / Graphics

C C++ OpenGL SDL

Databases

Postgres MySQL SQLite Redis

DevOps & Tools

Docker Docker Compose Docker Hub Linux Bash Git GitHub Actions

Pinned Loading

  1. API_Based_Prediction API_Based_Prediction Public

    Application: python frontend -> go (gin) -> fastapi with model

    Jupyter Notebook 3

  2. Dota2-Win-Prediction Dota2-Win-Prediction Public

    GPU-accelerated ML pipeline predicting Dota 2 Radiant wins from match data: hero picks, chat TF-IDF and gold/exp timeline features (RAPIDS cuML, out-of-time CV, Optuna)

    Jupyter Notebook 2

  3. regression_visualisation regression_visualisation Public

    3D visualization of Linear Regression hyperplane and Gradient Descent

    Jupyter Notebook 3

  4. TryDOOM TryDOOM Public

    C++ 2

  5. Autoclicker Autoclicker Public

    A simple and lightweight Windows tool to automate keyboard key sequences with custom delays and hold durations. Perfect for repetitive tasks, testing or gaming.

    C# 1

  6. Chronoise Chronoise Public

    Synthetic noise-driven time series with controllable structure for ML benchmarks.

    Python 1 1