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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 days 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 5 years ago)
- Default Branch: master
- Last Pushed: 2021-02-26T14:40:17.000Z (over 3 years ago)
- Last Synced: 2024-09-24T03:31:31.922Z (4 days 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: 268
- Watchers: 6
- Forks: 226
- Open Issues: 2
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
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)