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All Projects → xbwei → machine_learning_in_python

xbwei / machine_learning_in_python

Licence: MIT license
Demo of basic machine learning models in python with Jupter Notebook

Programming Languages

Jupyter Notebook
11667 projects

Labels

data-sciencemachine-learningdata-miningdatabasenotebooklinear-regressionjupyter-notebookdata-visualization

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Machine Learning in Python

Introduce basic machine learning models in Python with Jupyter Notebook.

Video Tutorial

https://www.youtube.com/playlist?list=PLHutrxqbP1ByXVJyAJe5zrnNkZA11xJI0

Textbooks

  1. Data Science from Scratch: http://shop.oreilly.com/product/0636920033400.do
  2. Introduction to Machine Learning with Python: http://proquestcombo.safaribooksonline.com/9781449369880

Basic Usage

  1. Jupyter Notebook quick start guide

  2. Reading files and data into notebook

  3. Exploring data in notebook

  4. Simple linear regression

  5. Generalized linear regression

  6. Logistic Regression and Support Vector Machine

  7. K-Nearest Neighbors

  8. Naive Bayes

  9. Decision Trees, Random Forest, and Gradient Boosting Trees

  10. Neural Networks

  11. K-Means Clustering

  12. A Simple Example of Analyzing COVID-19 Data in Python

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