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Kevin Markham 2015-04-15 14:09:31 -04:00
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# Introduction to machine learning with scikit-learn
This repo contains IPython notebooks from my scikit-learn video series, as seen on [Kaggle's blog](http://blog.kaggle.com/author/kevin-markham/).
This repo contains IPython notebooks from my scikit-learn video series, as seen on Kaggle's blog.
1. What is machine learning, and how does it work? ([video](https://www.youtube.com/watch?v=elojMnjn4kk), [notebook](http://nbviewer.ipython.org/github/justmarkham/scikit-learn-videos/blob/master/01_machine_learning_intro.ipynb), [blog post](http://blog.kaggle.com/2015/04/08/new-video-series-introduction-to-machine-learning-with-scikit-learn/))
## Entire series
- [Watch the entire series](https://www.youtube.com/playlist?list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A) (YouTube playlist)
- [View the IPython Notebooks](http://nbviewer.ipython.org/github/justmarkham/scikit-learn-videos/tree/master/) (nbviewer)
- [Read the blog posts](http://blog.kaggle.com/author/kevin-markham/) (Kaggle's blog)
## Individual videos
1. What is machine learning, and how does it work? ([video](https://www.youtube.com/watch?v=elojMnjn4kk&list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A&index=1), [notebook](http://nbviewer.ipython.org/github/justmarkham/scikit-learn-videos/blob/master/01_machine_learning_intro.ipynb), [blog post](http://blog.kaggle.com/2015/04/08/new-video-series-introduction-to-machine-learning-with-scikit-learn/))
- What is machine learning?
- What are the two main categories of machine learning?
- What are some examples of machine learning?
- How does machine learning "work"?
2. Setting up Python for machine learning: scikit-learn and IPython Notebook ([video](https://www.youtube.com/watch?v=IsXXlYVBt1M), [notebook](http://nbviewer.ipython.org/github/justmarkham/scikit-learn-videos/blob/master/02_machine_learning_setup.ipynb))
2. Setting up Python for machine learning: scikit-learn and IPython Notebook ([video](https://www.youtube.com/watch?v=IsXXlYVBt1M&list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A&index=2), [notebook](http://nbviewer.ipython.org/github/justmarkham/scikit-learn-videos/blob/master/02_machine_learning_setup.ipynb))
- What are the benefits and drawbacks of scikit-learn?
- How do I install scikit-learn?
- How do I use the IPython Notebook?