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🤖 Machine Learning A-Z™ - Hands-On Python Projects 🚀

🌟 Welcome to my repository showcasing projects from the Machine Learning A-Z™: Hands-On Python & R In Data Science course by Kirill Eremenko and Hadelin de Ponteves on Udemy!

This course was an incredible journey into the world of machine learning, offering both theoretical understanding and practical applications.


🎯 Course Topics and Projects

Data Preprocessing
Regression: Simple, Multiple, Polynomial, SVR, Decision Tree, Random Forest
Classification: Logistic Regression, KNN, SVM, Naive Bayes, Decision Trees
Clustering: K-Means, Hierarchical Clustering
Association Rule Learning: Apriori, Eclat
Natural Language Processing (NLP)
Deep Learning: ANN, CNN, RNN
Reinforcement Learning: Thompson Sampling, UCB
Dimensionality Reduction: PCA, LDA, Kernel PCA
Model Selection and Boosting: XGBoost

Each topic includes hands-on projects implemented using Python and real-world based datasets, reinforcing theoretical concepts with practical applications.


📂 Repository Structure

This repository contains Python implementations for all the topics and algorithms covered in the course.

📁 Association-Rule-Learning/
📁 Classification/
📁 Clustering/
📁 Data-Preprocessing/
📁 Deep-Learning/
📁 Dimensionality-Reduction/
📁 Model-Selection-and-Boosting/
📁 Natural-Language-Processing/
📁 Regression/
📁 Reinforcement-Learning/
📄 certificate.png
📄 README.md

🛠️ How to Run the Projects

Clone this repository:

git clone https://github.com/sameetpatil5/machine-learning-projects.git
cd machine-learning-projects/

Navigate to the desired project folder:

cd Regression/Simple Linear Regression/simple_linear_regression.ipynb

Run the notebook.


🎉 Completion Certificate

Udemy Certificate

Proud to have completed this journey and earned the certificate of completion! 🏆


🤝 Acknowledgments

A huge thanks to Kirill Eremenko and Hadelin de Ponteves for their intuitive teaching and comprehensive curriculum.


📢 Connect with Me

If you liked this repository, feel free to reach out!
💼 LinkedIn
✍️ Medium
🐦 Twitter


#Python #ArtificialIntelligence #MachineLearning #DataScience #Udemy #DataPreprocessing

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