🎓 Machine Learning Projects 🤖

Welcome to the Machine Learning Projects repository! This repository contains various projects showcasing different machine learning algorithms implemented in Python. Each project is designed to illustrate a specific algorithm or concept in machine learning, complete with detailed explanations, code, and visualizations.

📋 Table of Contents

• Projects
• Dependencies
• Installation
• Contributing
• License

Projects

1. 📈 Ecommerce Company Data

   • In this project, we analyze the data for the ecommerce website and predict how to maximize the profits.
   • Tech Used: Pandas, Numpy, Matplotlib, Seaborn, Plotly, Scikit-learn
   • Model Used: Linear Regression

2. 🚢 Titanic Survival Prediction

   • In this project, we predict whether someone would survive the Titanic disaster based on given parameters.
   • Tech Used: Pandas, Numpy, Matplotlib, Seaborn, Plotly, Scikit-learn
   • Model Used: Logistic Regression

3. 📰 Ads Clicked On Prediction

   • We analyze whether someone would click on the ad based on the given information.
   • Tech Used: Pandas, Numpy, Matplotlib, Seaborn, Plotly, Scikit-learn
   • Model Used: Logistic Regression

4. 💸 Loan Default Analysis

   • We analyze wether someone would default on there loan or not based upon the provided attributes.
   • Tech Used: Pandas, Numpy, Matplotlib, Seaborn, Scikit-learn
   • Model Used: Decision Tree & Random Forest

5. ❤🩺 Heart Attack Prediction

   • We analyze wether someone would have a heart attact or not based upon different paramters like the cholestorl, exercise anginia
   • Tech Used: Pandas, Numpy, Matplotlib, Seaborn, Scikit-learn
   • Model Used: All classification model with and without PCA

6. MNIST Hand Drawn digits Recoginition

   • I have made Number of Deep Convolution Neural Network to analyze and predict the Hand Drawn digits

7. Cats vs. Dog Classification Model

   • Cats vs dog classification model that is made using the knowlege of Convolutional neural network and Data Augmentation Techniques

Dependencies

• Python 3.x
• Pandas
• Numpy
• Matplotlib
• Seaborn
• Plotly
• Scikit-Learn
• Tensorflow
• Keras

pip install pandas numpy matplotlib plotly seaborn scikit-learn keras tensorflow

Installation

📥 Clone the Repository

git clone https://github.com/ahmedyar7/Machine-Learning-Projects.git

📂 Navigate the Folder & Project file

Contributing

Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.

• Fork the Project
• Create your Feature Branch (git checkout -b feature/AmazingFeature)
• Commit your Changes (git commit -m 'Add some AmazingFeature')
• Push to the Branch (git push origin feature/AmazingFeature)
• Open a Pull Request

License

Distributed under the MIT License. See LICENSE for more information.