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histgram-gradient-boosting

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This repository contain my final projekt on the Data science Skillbox school on the topic: "Development of a machine learning algorithm to predict the behavior of customers of the "SberAvtopodpiska"

  • Updated Nov 17, 2022
  • Jupyter Notebook

This project focuses on predicting heart disease using a comprehensive dataset containing patient information. The goal is to build machine learning models that can predict the presence of heart disease based on various health parameters.

  • Updated Sep 28, 2024
  • Jupyter Notebook

Binary classification preprocessing benchmark for auto-insurance data: binning/discretization + Random UnderSampling & SMOTETomek + feature transformations/engineering + PCA dimensionality reduction + evaluation with Logistic Regression & Histogram Gradient Boosting 🚗

  • Updated Jan 14, 2026
  • Jupyter Notebook

This project studies lap time prediction in Formula 1 using ML models trained on telemetry, weather, and circuit data from the 2023–2025 seasons. Two complementary modeling settings are explored: Per-race models — trained and evaluated within a single race Per-circuit models — trained on multiple circuits and tested on unseen ones

  • Updated Jan 10, 2026
  • Jupyter Notebook

🩺 Predict diabetes risk using an end-to-end machine learning pipeline, featuring advanced models and techniques for superior accuracy in the Kaggle competition.

  • Updated Feb 15, 2026
  • Python

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