AI News, Introduction to machine learning in Python with scikit-learn (video series)
- On Tuesday, March 6, 2018
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Introduction to machine learning in Python with scikit-learn (video series)
In the data science course that I teach for General Assembly, we spend a lot of time using scikit-learn, Python's library for machine learning.
I love teaching scikit-learn, but it has a steep learning curve, and my feeling is that there are not many scikit-learn resources that are targeted towards machine learning beginners.
Thus I decided to create a series of scikit-learn video tutorials, which I launched in April in partnership with Kaggle, the leading online platform for competitive data science!
My goal with this series is to help motivated individuals to gain a thorough grasp of both machine learning fundamentals and the scikit-learn workflow.
Setting up Python for machine learning: scikit-learn and IPython Notebook
Read more about this video here:http://blog.kaggle.com/2015/04/15/sci...The IPython notebook shown in the video is available on GitHub:https://github.com/justmarkham/scikit...== RESOURCES ==Six reasons why I recommend scikit-learn: http://radar.oreilly.com/2013/12/six-...API design for machine learning software: http://arxiv.org/pdf/1309.0238v1.pdfShould you teach Python or R for data science?: http://www.dataschool.io/python-or-r-...scikit-learn installation: http://scikit-learn.org/stable/instal...Anaconda installation: https://store.continuum.io/cshop/anac...IPython installation: http://ipython.org/install.htmlnbviewer: http://nbviewer.ipython.org/IPython documentation: http://ipython.org/ipython-doc/stable...IPython Notebook tutorials: http://nbviewer.ipython.org/github/ip...Mastering Markdown: https://guides.github.com/features/ma...Codecademy's Python course: http://www.codecademy.com/en/tracks/p...DataQuest: https://dataquest.io/missionsGoogle's Python class: https://developers.google.com/edu/pyt...Python for Informatics: http://www.pythonlearn.com/== SUBSCRIBE!
scikit-learn video #2: Setting up Python for machine learning
Last Wednesday, I introduced my new weekly video series, 'Introduction to machine learning with scikit-learn'.
Over the next few months, you'll learn how to perform effective machine learning using Python's scikit-learn library in order to advance your data science skills.
In next week's video, we'll load a famous dataset into scikit-learn, discuss how machine learning can be used with this data, and cover scikit-learn's four key requirements for input data.