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John-Gear/README.md

Hi, I'm Sergey Plotnikov

Data Scientist / Machine Learning Engineer

I focus on applied machine learning and deep learning, with an emphasis on structured problem solving: EDA, feature engineering, model validation, and performance optimization.
My projects follow a Kaggle-style workflow with reproducible experiments and clear evaluation metrics.


Tech Stack

Data Science & Machine Learning
Python NumPy pandas Matplotlib scikit-learn PyTorch TensorFlow Jupyter

Engineering
Docker PostgreSQL Git Linux


Home Credit Default Risk - Credit Scoring ML Pipeline

Development of a credit scoring model to predict client default and optimize bank portfolio profits: https://github.com/John-Gear/Home-Credit-Default-Risk-Kaggle-

Telco Customer Churn (Classification)

Binary classification problem focused on predicting customer churn using feature engineering and model validation on structured data: https://github.com/John-Gear/Telco-Customer-Churn

Nut Classification (CNN, PyTorch)

Binary / multiclass image classification task: https://github.com/John-Gear/Nut_Classify_CNN

My kaggle:

https://www.kaggle.com/johngearonline


Other projects


Education

Professional Retraining Diploma — Data Science / Big Data Specialist
Corporate University of Sberbank, 2023

Higher Education Diploma — Master of Management
Lomonosov Moscow State University, 2014


Contacts


README is also available in Russian: README.ru.md

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  1. Nut_Classify_CNN Nut_Classify_CNN Public

    CNN-based classifier for nut quality assessment. Easily adaptable for other classification tasks.

    Jupyter Notebook

  2. Telco-Customer-Churn Telco-Customer-Churn Public

    Задача бинарной классификации по прогнозированию оттока клиентов на основе табличных данных.

    Jupyter Notebook

  3. Home-Credit-Default-Risk-Kaggle- Home-Credit-Default-Risk-Kaggle- Public

    Разработка модели кредитного скоринга для прогнозирования дефолта клиента и оптимизации портфельной прибыли банка

    Jupyter Notebook