https://github.com/followb1ind1y/machine-learning-algorithms-from-scratch
Machine Learning Algorithms from scratch. 经典机器学习算法的从头实现
https://github.com/followb1ind1y/machine-learning-algorithms-from-scratch
machine-learning machine-learning-algorithms ml-from-scratch python
Last synced: 2 months ago
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Machine Learning Algorithms from scratch. 经典机器学习算法的从头实现
- Host: GitHub
- URL: https://github.com/followb1ind1y/machine-learning-algorithms-from-scratch
- Owner: Followb1ind1y
- License: mit
- Created: 2023-01-06T19:33:39.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-02-03T19:38:29.000Z (over 2 years ago)
- Last Synced: 2023-06-01T20:28:23.406Z (about 2 years ago)
- Topics: machine-learning, machine-learning-algorithms, ml-from-scratch, python
- Language: Jupyter Notebook
- Homepage:
- Size: 2.56 MB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# **Machine Learning Algorithms from Scratch**
## **About**
Classic Machine Learning Algorithms from scratch vs sklearn using Python. Also include some explanation and study notes.
## **Table of Contents**
Machine Learning
|Title | Link|
|--|--|
| [Linear Regression](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Linear_Regression.ipynb) | |
| [Logistic Regression](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Logistic_Regression.ipynb) | |
| [Principal Component Analysis](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Principal_Component_Analysis.ipynb) | |
| [Support Vector Machine](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Support_Vector_Machine.ipynb) | |
| [Naive Bayes](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Naive_Bayes.ipynb) | |
| [K-Nearest Neighbour](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_K_Nearest_Neighbour.ipynb) | |
| [K-Means Clustering](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_K_Means_Clustering.ipynb) | |
| [Decision Tree](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Decision_Tree.ipynb) | |
| [Random Forest](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Random_Forest.ipynb) | |
| [Boosting](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/blob/main/ML_Algorithms_Boosting.ipynb) | |
## **Licence**
This repository is licensed under the MIT License - see the [LICENSE](https://github.com/Followb1ind1y/Machine_Learning_Algorithms_from_Scratch/LICENSE) file for details.