https://github.com/suji04/ml_from_scratch

Implementation of basic ML algorithms from scratch in python...
https://github.com/suji04/ml_from_scratch

decision-tree-classifier decision-tree-regression gradient-descent k-means-clustering knn-algorithm linear-regression logistic-regression python stochastic-gradient-descent youtube-channel

Last synced: 3 months ago
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Implementation of basic ML algorithms from scratch in python...

• Host: GitHub
• URL: https://github.com/suji04/ml_from_scratch
• Owner: Suji04
• Created: 2019-03-11T07:16:40.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2021-02-26T14:40:17.000Z (over 4 years ago)
• Last Synced: 2025-04-06T09:08:18.343Z (3 months ago)
• Topics: decision-tree-classifier, decision-tree-regression, gradient-descent, k-means-clustering, knn-algorithm, linear-regression, logistic-regression, python, stochastic-gradient-descent, youtube-channel
• Language: Jupyter Notebook
• Homepage: https://www.youtube.com/NormalizedNerd
• Size: 540 KB
• Stars: 293
• Watchers: 5
• Forks: 229
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

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README

        
# ML_from_Scratch

Trying to implement basic ml algorithms from scratch in python. I have also made videos explaining these algorithms...

## Gradient Descent

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/36zkIAAUcZ4/mqdefault.jpg)](https://youtu.be/36zkIAAUcZ4)

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/41BiBUZbg9U/mqdefault.jpg)](https://youtu.be/41BiBUZbg9U)

## Linear Regression

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/fnDO1s4fzi4/mqdefault.jpg)](https://youtu.be/fnDO1s4fzi4)

## Logistic Regression

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/NtjAeXppomA/mqdefault.jpg)](https://youtu.be/NtjAeXppomA)

## Stochastic Gradient Descent

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/V8InSDYHG4s/mqdefault.jpg)](https://youtu.be/V8InSDYHG4s)

## KNN

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/0RwM2BaLNkE/mqdefault.jpg)](https://youtu.be/0RwM2BaLNkE)

## K-means

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/IB9WfafBmjk/mqdefault.jpg)](https://youtu.be/IB9WfafBmjk)

## Decision Tree Classification

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/ZVR2Way4nwQ/mqdefault.jpg)](https://youtu.be/ZVR2Way4nwQ)

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/sgQAhG5Q7iY/mqdefault.jpg)](https://youtu.be/sgQAhG5Q7iY)

## Decision Tree Regression

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/UhY5vPfQIrA/mqdefault.jpg)](https://youtu.be/UhY5vPfQIrA)

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/P2ZB8c5Ha1Q/mqdefault.jpg)](https://youtu.be/P2ZB8c5Ha1Q)

## Naive Bayes Classification

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/lFJbZ6LVxN8/mqdefault.jpg)](https://youtu.be/lFJbZ6LVxN8)

[![IMAGE ALT TEXT HERE](https://i.ytimg.com/vi/3I8oX3OUL6I/mqdefault.jpg)](https://youtu.be/3I8oX3OUL6I)

## Data source

- airfoil_noise_data.csv (converted from the .dat file available at https://archive.ics.uci.edu/ml/datasets/airfoil+self-noise) 

  Donor:  

  Dr Roberto Lopez  

  robertolopez '@' intelnics.com  

  Intelnics 

  

  Creators:  

  Thomas F. Brooks, D. Stuart Pope and Michael A. Marcolini  

  NASA

  

- Breast_cancer_data.csv (taken from https://www.kaggle.com/merishnasuwal/breast-cancer-prediction-dataset)