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Engineering Features for Machine Learning in Microsoft Azure

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Feature engineering is the process of using domain knowledge and insight into data to define features that enable machine learning algorithms to work successfully. Feature engineering is a fundamental part of the data preparation workflow for machine learning solutions.In this skill, you will learn to apply common feature engineering techniques as part of the machine learning workflow in Microsoft Azure.

What You'll Learn

  • Build features from numerical and nominal data
  • Reduce the complexity in a data set
  • Extract features from text documents or images
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    From Pluralsight
    Hours 10
    Instructors Mike West, Ravikiran Srinivasulu, Michael Heydt, David Tucker, Steph Locke
    Language English
    Subjects IT & Networking

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    Careers

    An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

    Feature Columnist $56k

    Feature Film Casting $59k

    News/Feature Editor $65k

    Entertainment and Feature Writer $65k

    Feature Editor $66k

    Feature Producer/Editor $68k

    Associate Feature Estimator $78k

    Assistant Feature Exec. $81k

    Associate Feature Producer $94k

    Feature Developer $96k

    Producer - Feature Animation $131k

    Stepfather (feature) $156k

    Courses in this Paths

    Listed in the order in which they should be taken

    Starts Course Information

    On Demand

    Building Features from Nominal and Numeric Data in Microsoft Azure

    At the core of applied machine learning is data. In this course, Building Features from Nominal and Numeric Data in Microsoft Azure, you will learn how to cleanse data within the...

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    Preparing Data for Feature Engineering and Machine Learning in Microsoft Azure

    Data comes from many different sources. So when you join them, they are naturally inconsistent. In this course, Preparing Data for Feature Engineering and Machine Learning in...

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    Building Features from Text Data in Microsoft Azure

    Using text data to make decisions is key in creating text features for machine learning models. In this course, Building Features from Text Data in Microsoft Azure, you'll obtain...

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    On Demand

    Building Features for Computer Vision in Microsoft Azure

    Computer vision enables insights and experiences that previously weren’t possible, but it can seem daunting to know how to extract the information you need out of an image. In...

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    On Demand

    Reducing Complexity in Data in Microsoft Azure

    If you're building models for data science, your feature sets can quickly become complicated and hard to understand. In this course, Reducing Complexity in Data in Microsoft...

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    Pluralsight

    From Pluralsight
    Hours 10
    Instructors Mike West, Ravikiran Srinivasulu, Michael Heydt, David Tucker, Steph Locke
    Language English
    Subjects IT & Networking

    Careers

    An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

    Feature Columnist $56k

    Feature Film Casting $59k

    News/Feature Editor $65k

    Entertainment and Feature Writer $65k

    Feature Editor $66k

    Feature Producer/Editor $68k

    Associate Feature Estimator $78k

    Assistant Feature Exec. $81k

    Associate Feature Producer $94k

    Feature Developer $96k

    Producer - Feature Animation $131k

    Stepfather (feature) $156k

    Similar Courses

    Sorted by relevance