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tools-techniques

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This project focuses on analyzing customer purchasing patterns on Instacart to understand product affinities and shopping behaviors. Data exploration, feature engineering, and collaborative filtering using Python libraries such as pandas and scikit-learn. Helps Instacart optimize product recommendations and improve inventory management

  • Updated Oct 5, 2024
  • Jupyter Notebook

This project forecasts hourly taxi demand for peak times using historical data from airports. It uses pandas for data preparation and scikit-learn for building and evaluating predictive models like Random Forest and Gradient Boosting. The project aims to enhance driver availability during rush hours by predicting the number of future taxi orders

  • Updated Oct 5, 2024
  • Jupyter Notebook

This project develops a machine learning model to estimate used car market values for a pricing app. Using pandas for data manipulation and models like Random Forest, Gradient Boosting, and Linear Regression, it aims to balance prediction quality, speed, and training time. It compares multiple models to find the best fit for predicting car prices

  • Updated Oct 5, 2024
  • Jupyter Notebook

This project aims to detect negative movie reviews for the Film Junky Union community by analyzing IMDB data. It uses pandas for data manipulation and scikit-learn for building models, including Logistic Regression and Gradient Boosting. Applies tokenization and TF-IDF are applied to classify reviews as positive or negative

  • Updated Oct 5, 2024
  • Jupyter Notebook

This project predicts customer churn for a telecom company by analyzing user contracts, personal data, and service usage. It uses pandas for data manipulation and scikit-learn for model building, applying Logistic Regression, Decision Trees, and Gradient Boosting. The aim is to enable proactive customer retention supporting business decisions

  • Updated Oct 5, 2024
  • Jupyter Notebook

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