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ValentinPatrakeev/README.md

Hello! I'm Valentin Patrakeev

I'm a Machine Learning engineer

I found myself in the Data Science working on engineering projects
and predicting the likelihood of equipment failure.
This area has been incredibly inspiring to me.

My contacts:

Skills 🛠️

  • ML skills: Python, SQL, Git, SQLALchemy, PostreSQL, Redash, FastAPI, Airflow, PyTorch, PyCharm, Jupyter Notebook, Command-line
  • Technologies: Pandas, Numpy, Scipy, Sklearn, Matplotlib, Seaborn, KNN, Linear/Logistic Regression, SVM, Decision trees, Random Forest, XGBoost, LightGBM, CatBoost, GridSearchCV, Optuna

My Project

Project name Description Presented in the project
Recommendation-system-social-network The project currently provides a social media post recommendation system.
Inside the repository there is a diagram of the project		 EDA, Data Preprocessing, Feature Engineering (Juputer Notebooks), PostgreSQL, LogReg, Catboost, FastAPI, Test Postman
Equipments-Failures Prediction of equipment breakdown/failure EDA, Data Preprocessing, Feature Engineering (Juputer Notebooks), LogReg, CatBoost, XGBC, LGBMC, RandomForest, HistGradient, Optuna
KickStarter Predicting the success of a crowdfunding platform EDA, Data Preprocessing, Feature Engineering, LogReg, Catboost, GridSearchCV
Comparison of several models
Regression with a Mohs Hardness Using regression to predict the hardness of minerals based on their physicochemical properties EDA -->> Feature Engineering, LGBMRegressor, CatBoostRegressor, KNeighborsRegressorr, SVR, RandomForestRegressor, Optuna

Popular repositories Loading

  1. Recommendation-system-social-network Recommendation-system-social-network Public

    referral system in a fictitious social network

    Jupyter Notebook

  2. ValentinPatrakeev ValentinPatrakeev Public

  3. ML-projects ML-projects Public

    ML projects

    Jupyter Notebook

  4. Equipments-Failures Equipments-Failures Public

    Jupyter Notebook

  5. Regression-with-a-Mohs-Hardness Regression-with-a-Mohs-Hardness Public

    Jupyter Notebook