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A complete machine learning pipeline using Decision Tree Regression with preprocessing transformations. The model is serialized using Pickle, enabling easy reuse for predictions on new data.
In-depth EDA to uncover patterns, trends, and insights using visualizations and statistical summaries. Includes data cleaning, feature understanding, and correlation analysis.
A Python implementation of ElasticNet Regression, combining L1 and L2 regularization to improve model performance and feature selection on random generated datasets
Automated EDA (Exploratory Data Analysis) using Pandas Profiling to generate interactive reports for quick insights into dataset structure, missing values, correlations, and distrib
TaskManager-Flask is a simple web-based task management application built with Flask and SQLAlchemy. The app uses SQLite as the database to store tasks, and each task has an associated creation datβ¦
An implementation of Principal Component Analysis (PCA) for dimensionality reduction on the MNIST dataset. This project reduces the feature space and visualizes the impact of PCA on classification β¦
Jupyter Notebook
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