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 how to scale it with Apache Spark.

Description

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

Duration

8 hours

Objectives

Upon completion, students will be able to:

  • Build Deep Learning models using Keras/TensorFlow
  • Scale & train distributed models using Horovod
  • Apply models at scale using Vectorized User Defined Functions
  • Perform Transfer Learning to speed up model training time & convergence
  • Apply model interpretability libraries to understand & visualize model predictions

Audience

This course is aimed at the practicing data scientist who is eager to get started with deep learning, as well as software engineers and technical managers interested in a thorough, hands-on overview of deep learning and its integration with Apache Spark.

Prerequisites

Prerequisite Knowledge

  • Basic programming constructs of Python & PySpark
  • Working knowledge of ML concepts (e.g. regression, classification, evaluation metrics, etc.)

Prerequisite Courses

  • DB 100, 105, or 301

Additional Notes

Software & Hardware Requirements

  • A computer or laptop with an internet connection
  • Web Browser: Chrome
  • For virtual classes/students, the ability to run GoToTraining.

Upcoming Classes

Date
Time
Location
Price
Dec 17
9:00 AM - 5:00 PM
Pacific Standard Time
Online - Virtual - US Pacific
$ 1000.00 USD
Jan 23
9:00 AM - 5:00 PM
Eastern Standard Time
McLean , United States
$ 1000.00 USD
Jan 23
9:00 AM - 5:00 PM
Eastern Standard Time
Online - Virtual - US Eastern
$ 1000.00 USD
Mar 12
9:00 AM - 5:00 PM
Pacific Daylight Time
San Francisco , United States
$ 1000.00 USD
Mar 12
9:00 AM - 5:00 PM
Pacific Daylight Time
Online - Virtual - US Pacific
$ 1000.00 USD
May 7
9:00 AM - 5:00 PM
Eastern Daylight Time
McLean , United States
$ 1000.00 USD
May 7
9:00 AM - 5:00 PM
Eastern Daylight Time
Online - Virtual - US Eastern
$ 1000.00 USD
Jun 25
9:00 AM - 5:00 PM
Pacific Daylight Time
San Francisco , United States
$ 1000.00 USD
Jun 25
9:00 AM - 5:00 PM
Pacific Daylight Time
Online - Virtual - US Pacific
$ 1000.00 USD

Onsite Training

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Public Training

Virtual - US Pacific

  • Confirmed
    9:00 AM - 5:00 PM PST
    $ 1000.00 USD
  • 9:00 AM - 5:00 PM PDT
    $ 1000.00 USD
  • 9:00 AM - 5:00 PM PDT
    $ 1000.00 USD

McLean, VA

  • 9:00 AM - 5:00 PM
    $ 1000.00 USD
  • 9:00 AM - 5:00 PM
    $ 1000.00 USD

Virtual - US Eastern

  • 9:00 AM - 5:00 PM EST
    $ 1000.00 USD
  • 9:00 AM - 5:00 PM EDT
    $ 1000.00 USD

San Francisco, CA

  • 9:00 AM - 5:00 PM
    $ 1000.00 USD
  • 9:00 AM - 5:00 PM
    $ 1000.00 USD

Don't see a date that works for you?

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