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 ​:

  • a ​laptop ​with ​updated ​versions ​of ​Chrome ​or ​Firefox ​(Internet ​Explorer ​and ​Safari ​are ​not ​supported) ​
  • ​an ​internet ​connection ​which ​can ​support ​use ​of ​GoToTraining. ​
  • ​GoToTraining ​is ​the online ​platform ​via ​which ​the ​class ​will ​be ​delivered and ​prior ​to ​attendance, ​each ​registrant ​will ​receive ​GoToTraining ​log-in ​instructions. For ​more ​information ​and ​to ​confirm ​​​your ​​​computer ​​​can ​​​run ​​​GoToTraining, ​please ​check ​here: Validation

    Upcoming Classes

    Jul 25
    9:00 AM - 5:00 PM
    British Summer Time
    United Kingdom
    $ 2000.00 USD
    Jul 29
    9:00 AM - 5:00 PM
    Pacific Daylight Time
    Online
    $ 2000.00 USD
    Sep 16
    9:00 AM - 5:00 PM
    Pacific Daylight Time
    Online
    $ 2000.00 USD
    Nov 25
    9:00 AM - 5:00 PM
    Greenwich Mean Time
    Online
    $ 2000.00 USD
    Dec 16
    9:00 AM - 5:00 PM
    Pacific Standard Time
    Online
    $ 2000.00 USD

    Onsite Training

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    Public Training

    London

    Virtual Class - US Pacific Time

    Virtual Class - GMT Time


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