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Title: GitHub - feiing/homemade-machine-learning: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained · GitHub

Open Graph Title: GitHub - feiing/homemade-machine-learning: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

X Title: GitHub - feiing/homemade-machine-learning: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

Description: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained - feiing/homemade-machine-learning

Open Graph Description: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained - feiing/homemade-machine-learning

X Description: 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained - feiing/homemade-machine-learning

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CODE_OF_CONDUCT.mdhttps://github.com/feiing/homemade-machine-learning/blob/master/CODE_OF_CONDUCT.md
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pylintrchttps://github.com/feiing/homemade-machine-learning/blob/master/pylintrc
pylintrchttps://github.com/feiing/homemade-machine-learning/blob/master/pylintrc
requirements.txthttps://github.com/feiing/homemade-machine-learning/blob/master/requirements.txt
requirements.txthttps://github.com/feiing/homemade-machine-learning/blob/master/requirements.txt
READMEhttps://github.com/feiing/homemade-machine-learning
Code of conducthttps://github.com/feiing/homemade-machine-learning
Contributinghttps://github.com/feiing/homemade-machine-learning
MIT licensehttps://github.com/feiing/homemade-machine-learning
https://github.com/feiing/homemade-machine-learning#homemade-machine-learning
https://mybinder.org/v2/gh/trekhleb/homemade-machine-learning/master?filepath=notebooks
https://travis-ci.org/trekhleb/homemade-machine-learning
machine-learning-octavehttps://github.com/trekhleb/machine-learning-octave
this great machine learning coursehttps://www.coursera.org/learn/machine-learning
https://github.com/feiing/homemade-machine-learning#supervised-learning
https://github.com/feiing/homemade-machine-learning#regression
https://github.com/feiing/homemade-machine-learning#-linear-regression
Math | Linear Regressionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/linear_regression
Code | Linear Regressionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/linear_regression/linear_regression.py
Demo | Univariate Linear Regressionhttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/linear_regression/univariate_linear_regression_demo.ipynb
Demo | Multivariate Linear Regressionhttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/linear_regression/multivariate_linear_regression_demo.ipynb
Demo | Non-linear Regressionhttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/linear_regression/non_linear_regression_demo.ipynb
https://github.com/feiing/homemade-machine-learning#classification
https://github.com/feiing/homemade-machine-learning#-logistic-regression
Math | Logistic Regressionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/logistic_regression
Code | Logistic Regressionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/logistic_regression/logistic_regression.py
Demo | Logistic Regression (Linear Boundary)https://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/logistic_regression/logistic_regression_with_linear_boundary_demo.ipynb
Demo | Logistic Regression (Non-Linear Boundary)https://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/logistic_regression/logistic_regression_with_non_linear_boundary_demo.ipynb
Demo | Multivariate Logistic Regression | MNISThttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/logistic_regression/multivariate_logistic_regression_demo.ipynb
Demo | Multivariate Logistic Regression | Fashion MNISThttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/logistic_regression/multivariate_logistic_regression_fashion_demo.ipynb
https://github.com/feiing/homemade-machine-learning#unsupervised-learning
https://github.com/feiing/homemade-machine-learning#clustering
https://github.com/feiing/homemade-machine-learning#-k-means-algorithm
Math | K-means Algorithmhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/k_means
Code | K-means Algorithmhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/k_means/k_means.py
Demo | K-means Algorithmhttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/k_means/k_means_demo.ipynb
https://github.com/feiing/homemade-machine-learning#anomaly-detection
https://github.com/feiing/homemade-machine-learning#-anomaly-detection-using-gaussian-distribution
Math | Anomaly Detection using Gaussian Distributionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/anomaly_detection
Code | Anomaly Detection using Gaussian Distributionhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/anomaly_detection/gaussian_anomaly_detection.py
Demo | Anomaly Detectionhttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/anomaly_detection/anomaly_detection_gaussian_demo.ipynb
https://github.com/feiing/homemade-machine-learning#neural-network-nn
https://github.com/feiing/homemade-machine-learning#-multilayer-perceptron-mlp
Math | Multilayer Perceptronhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/neural_network
Code | Multilayer Perceptronhttps://github.com/feiing/homemade-machine-learning/blob/master/homemade/neural_network/multilayer_perceptron.py
Demo | Multilayer Perceptron | MNISThttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/neural_network/multilayer_perceptron_demo.ipynb
Demo | Multilayer Perceptron | Fashion MNISThttps://nbviewer.jupyter.org/github/trekhleb/homemade-machine-learning/blob/master/notebooks/neural_network/multilayer_perceptron_fashion_demo.ipynb
https://github.com/feiing/homemade-machine-learning#machine-learning-map
https://github.com/feiing/homemade-machine-learning/blob/master/images/machine-learning-map.png
this wonderful blog posthttps://vas3k.ru/blog/machine_learning/
https://github.com/feiing/homemade-machine-learning#prerequisites
https://github.com/feiing/homemade-machine-learning#installing-python
Python installedhttps://realpython.com/installing-python/
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https://github.com/feiing/homemade-machine-learning#installing-dependencies
https://github.com/feiing/homemade-machine-learning#launching-jupyter-locally
Jupyter Notebookhttp://jupyter.org/
https://github.com/feiing/homemade-machine-learning#launching-jupyter-remotely
Jupyter NBViewerhttp://nbviewer.jupyter.org/
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https://github.com/feiing/homemade-machine-learning/blob/master/images/binder-button-place.png
https://github.com/feiing/homemade-machine-learning#datasets
data folderhttps://github.com/feiing/homemade-machine-learning/blob/master/data
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