Archive | Python Machine Learning

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How to Create a Linux Virtual Machine For Machine Learning Development With Python 3

Linux is an excellent environment for machine learning development with Python. The tools can be installed quickly and easily and you can develop and run large models directly. In this tutorial, you will discover how to create and setup a Linux virtual machine for machine learning with Python. After completing this tutorial, you will know: […]

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Python Machine Learning Mini-Course

Python Machine Learning Mini-Course

From Developer to Machine Learning Practitioner in 14 Days Python is one of the fastest-growing platforms for applied machine learning. In this mini-course, you will discover how you can get started, build accurate models and confidently complete predictive modeling machine learning projects using Python in 14 days. This is a big and important post. You […]

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Automate Machine Learning Workflows with Pipelines in Python and scikit-learn

Automate Machine Learning Workflows with Pipelines in Python and scikit-learn

There are standard workflows in a machine learning project that can be automated. In Python scikit-learn, Pipelines help to to clearly define and automate these workflows. In this post you will discover Pipelines in scikit-learn and how you can automate common machine learning workflows. Let’s get started. Update Jan/2017: Updated to reflect changes to the […]

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How To Compare Machine Learning Algorithms in Python with scikit-learn

How To Compare Machine Learning Algorithms in Python with scikit-learn

It is important to compare the performance of multiple different machine learning algorithms consistently. In this post you will discover how you can create a test harness to compare multiple different machine learning algorithms in Python with scikit-learn. You can use this test harness as a template on your own machine learning problems and add […]

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Spot-Check Regression Machine Learning Algorithms in Python with scikit-learn

Spot-Check Regression Machine Learning Algorithms in Python with scikit-learn

Spot-checking is a way of discovering which algorithms perform well on your machine learning problem. You cannot know which algorithms are best suited to your problem before hand. You must trial a number of methods and focus attention on those that prove themselves the most promising. In this post you will discover 6 machine learning […]

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Spot-Check Classification Machine Learning Algorithms in Python with scikit-learn

Spot-Check Classification Machine Learning Algorithms in Python with scikit-learn

Spot-checking is a way of discovering which algorithms perform well on your machine learning problem. You cannot know which algorithms are best suited to your problem before hand. You must trial a number of methods and focus attention on those that prove themselves the most promising. In this post you will discover 6 machine learning […]

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