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A collection of FreeCodeCamp Machine Learning with Python certification projects, showcasing regression, KNN, CNN, and neural network models built in Google Colab.

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🧠 FreeCodeCamp Machine Learning with Python Projects

This repository contains all five projects completed for the FreeCodeCamp Machine Learning with Python Certification. Each project demonstrates different machine learning techniques using Python, Google Colab, Scikit-learn, and TensorFlow.


πŸ“‚ Project Collection

πŸͺ¨βœ‚οΈπŸ“„ Rock Paper Scissors
A TensorFlow neural network trained to play Rock, Paper, Scissors against humans.

🐢🐱 Cat and Dog Image Classifier
A convolutional neural network (CNN) that classifies images of cats and dogs.

πŸ“š Book Recommendation Engine using KNN
A K-Nearest Neighbors model that recommends books based on reader ratings.

πŸ’° Linear Regression Health Costs Calculator
A regression model that predicts healthcare expenses based on demographic data.

πŸ’¬ Neural Network SMS Text Classifier
A neural network that classifies SMS messages as spam or not spam.


🧰 Tools & Libraries

  • Python 3

  • Google Colab

  • NumPy

  • Pandas

  • Matplotlib

  • Scikit-learn

  • TensorFlow / Keras


πŸ“Š Skills Demonstrated

  • Data preprocessing and feature engineering

  • Regression and classification

  • Neural networks and CNNs

  • Model evaluation and visualization

  • End-to-end ML workflows in Google Colab


βœ… Results

All five machine learning projects successfully completed

Models tested and verified through FreeCodeCamp challenges


πŸ† Certificate

πŸŽ“ Machine Learning with Python (FreeCodeCamp)

https://www.freecodecamp.org/certification/jones26/machine-learning-with-python-v7


πŸ“– License

This project is open-source under the MIT License.

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A collection of FreeCodeCamp Machine Learning with Python certification projects, showcasing regression, KNN, CNN, and neural network models built in Google Colab.

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