AI Fundamentals · Intermediate

    Mastering Feature Engineering Essentials

    Learn essential feature engineering techniques to optimize data for machine learning, from transforming variables to enhancing model performance, in this comprehensive and practical course.

    14+
    enrolled
    8 hrs
    of instruction
    53
    lectures
    9
    modules
    Mastering Feature Engineering Essentials

    What's inside

    Live sessions
    14 · 98 min
    Readings
    38

    01 · What you'll be able to do

    Four things you can ship afterwards.

    Learn essential feature engineering techniques to optimize data for machine learning, from transforming variables to enhancing model performance, in this comprehensive and practical course.

    Optimize model performance through

    Optimize model performance through targeted feature selection, boosting accuracy and efficiency of predictive algorithms.

    Enhance data interpretability

    Enhance data interpretability by transforming raw inputs into meaningful, informative features, facilitating clearer insights.

    Mitigate overfitting risks

    Mitigate overfitting risks by crafting robust features that capture essential patterns while minimizing noise.

    Accelerate innovation

    Accelerate innovation by mastering advanced techniques to engineer features tailored to diverse machine learning tasks.

    02 · Curriculum

    What's in the course.

    9 modules · 53 lectures · 98 min of sessions

    01 · 11m02 · 13m03 · 16m04 · 14m05 · 13m06 · 14m08 · 17m

    Each block is one module, sized by session length.

    • What are the anomalies?Reading
    • Methods for Anomaly DetectionReading
    • Isolation ForestReading
    • Local Outlier FactorReading
    • Hands-on implementation of Anomaly DetectionReading
    • Video Tutorial on Anomaly Detection7m
    • Hands-on implementations explained4m
    • Codes for PracticeReading

    04 · Is it for you?

    Who it's for, and what to bring.

    Built for

    • Beginners

    Bring with you

    • Learn essential feature engineering techniques to optimize data for machine learning, from transforming variables to enhancing model performance, in this comprehensive and practical course.

    05 · FAQ

    Before you enrol.

    Each of the 9 modules is a recorded live session, with readings from that session. Watch at your own pace.

    $24.99

    Ready to start?

    $24.99, or free with Premium membership.

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