Welcome to A-Z Machine Learning, your one-stop repository for learning machine learning from scratch. This repository contains codes, notes, and handwritten math notes for each and every concept of machine learning, starting from exploratory data analysis to building and deploying machine learning models.
Machine learning is one of the most in-demand skills in today's job market. The A-Z Machine Learning repository is aimed at providing a comprehensive understanding of the concepts, techniques, and algorithms of machine learning. Whether you are a beginner or an experienced practitioner, this repository has something for everyone.
The repository is divided into several sections, each focusing on a specific aspect of machine learning. The sections include:
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Exploratory Data Analysis: This section covers the basics of data analysis, including data cleaning, feature engineering, and visualization techniques.]
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Supervised Learning: This section covers the most popular supervised learning algorithms, such as linear regression, logistic regression, decision trees, and more.
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Unsupervised Learning: This section covers unsupervised learning algorithms, including clustering, principal component analysis, and dimensionality reduction.
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Model Deployment: This section covers deploying machine learning models using Flask, Docker, and cloud services.
The A-Z Machine Learning repository is designed to be beginner-friendly and easy to use. You can start by going through the sections in order, starting with Tools for Machine Learning, Data Analysis, or you can jump to a specific section based on your interests.
Each section includes detailed notes, code examples, and handwritten math notes that explain the concepts in a simple and intuitive manner. You can use the code examples to practice what you've learned and experiment with different datasets.
This repository is open to contributions from the community. If you find a bug, error, or have a suggestion for improving the repository, feel free to open an issue or submit a pull request.
Machine learning is a vast and exciting field, and A-Z Machine Learning is here to help you navigate it. We hope that you find this repository useful and informative. Happy learning!