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k-nearest-neighbours

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This project involved exploring object classification using machine learning models from scikit-learn, with a focus on dimensionality reduction to simplify data complexity. Additionally, a comprehensive data narrative was created to illustrate the process and insights gained, utilizing Python libraries for data analysis and visualization.

  • Updated Jun 12, 2024
  • Jupyter Notebook

This project employs machine learning to forecast housing prices in California. By scrutinizing location, housing details, and demographics, it constructs various regression models like Linear Regression, KNN, Random Forest, Gradient Boosting, and Neural Networks. These models offer invaluable insights to optimize predictive real estate investment

  • Updated Jun 7, 2024
  • Jupyter Notebook

This project provides a comprehensive framework for evaluating classification models and selecting the best algorithm based on performance metrics. It demonstrates the importance of hyperparameter tuning and model comparison in machine learning workflows.

  • Updated Jun 6, 2024
  • Python

Project aims to forecast potato prices in India using LSTM, KNN, and Random Forest Regression, integrating historical data on prices, regional stats, and rainfall patterns. Targeting agricultural stakeholders for informed decision-making.

  • Updated Jun 1, 2024
  • Python

This project provides the classification of DNA sequences for Breast cancer prediction which into promoter regions associated. Using machine learning and deep learning techniques, I analyze and try to predict sequence data for negative and positive answers in cancer prediction.

  • Updated May 17, 2024
  • Jupyter Notebook
QSAR-activity-cliff-experiments

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