ML-Algorithms-From-Scratch

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ML-Algorithms-From-Scratch

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Coding Machine Learning Algorithms from scratch using Python

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# ML Algorithms From Scratch

## Table of Contents:
- [Overview](#overview)
- [Tools Used](#tools-used)
- [Algorithms](#algorithms)
- [Note](#note)
- [Let's Connect](#lets-connect)

## Overview 
- This repository serves as a comprehensive compilation of independently implemented machine learning algorithms from the ground up.
- The primary objective of this project is to demonstrate a profound grasp of the theoretical foundations and mathematical principles underpinning prominent machine learning algorithms.
- Moreover, it aims to showcase adept coding skills by meticulously translating the intricate mathematical formulations of these algorithms into executable and well-documented code.
- The project stands as a testament to my commitment to showcasing both a deep understanding of the underlying concepts and proficiency in algorithmic implementation within the field of machine learning.

## Tools Used:
- Python
- Numpy
- Matplotlib
- Google Colab

## Algorithms:
- [Linear Regression](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Linear%20Regression)
- [Logistic Regression](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Logistic%20Regression)
- [Gradient Descent](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Gradient%20Descent)
- [K-Means](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/K-Means)
- [Naive Bayes](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Naive%20Bayes)
- [Support Vector Machines](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Support%20Vector%20Machine)
- [K-Nearest Neighbours](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/K-Nearest%20Neighbours)
- [Bagging](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Bagging)
- [AdaBoost](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/AdaBoost)
- [Gradient Boosting](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Gradient%20Boosting)
- [Principal Component Analysis](https://github.com/MisbahullahSheriff/ML-Algorithms-From-Scratch/tree/main/Principal%20Component%20Analysis)

## Note:
- Thank you for going through my work 😀
- Hope you found it useful! 💫
- If you have some suggestions to improve this repository/project, please feel free to let me know 👍
- I'm always open to learning what I could've done better! 🚀

## Let's Connect:
- [LinkedIN](https://www.linkedin.com/in/mohammed-misbahullah-sheriff/)

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