DB 401 - Hands on Deep Learning with Keras, TensorFlow, and Apache Spark™

DB 401 - Hands on Deep Learning with Keras, TensorFlow, and Apache Spark™

Summary

This course offers a thorough, hands-on overview of deep learning and its integration with Apache Spark.

Description

This course covers the fundamentals of neural networks and how to build distributed TensorFlow models on top of Spark DataFrames. Throughout the class, you will use Keras, TensorFlow, Deep Learning Pipelines, and Horovod to build and tune models. This course is taught entirely in Python.

Duration

9 hours

Objectives

Upon completion, students will be able to:

  • Build a neural network with Keras
  • Explain the difference between various activation functions and optimizers
  • Track experiments with MLflow
  • Apply models at scale with Deep Learning Pipelines
  • Perform transfer learning
  • Build distributed models with Horovod

Audience

Primarily directed towards the practicing data scientist who is eager to get started with deep learning and its integration with Apache Spark.

Prerequisites

Additional Notes

All ​participants ​will ​need ​:

  • an ​internet ​connection

  • a ​device ​that is compliant with the following supported internet browsers

  • to ​confirm ​​​your ​​​device ​​​can ​​​run ​​​GoToTraining : ​ Validate

  • NOTE: GoToTraining ​is ​our chosen online ​platform ​through which the ​class ​will ​be ​delivered and ​prior ​to ​attendance, ​each ​registrant ​will ​receive ​GoToTraining ​log-in ​instructions.

  • Upcoming Classes

    Date
    Time
    Location
    Price
    Sep 16 - Sep 17
    9:00 AM - 5:00 PM
    Pacific Daylight Time
    Online - Virtual Class - US Pacific Time
    $ 2000.00 USD
    Nov 25 - Nov 26
    9:00 AM - 5:00 PM
    Greenwich Mean Time
    Online - Virtual Class - GMT Time
    $ 2000.00 USD
    Dec 16 - Dec 17
    9:00 AM - 5:00 PM
    Pacific Standard Time
    Online - Virtual Class - US Pacific Time
    $ 2000.00 USD

    Onsite Training

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    Public Training

    Virtual Class - US Pacific Time

    Virtual Class - GMT Time


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