Beginning Application Development with TensorFlow and Keras

This Beginning Application Development with TensorFlow and Keras training class covers the development of a real-world application powered by TensorFlow and Keras. TensorFlow is popular software created by Google (and open source contributors) to facilitate the development of machine learning applications, particularly those that use deep learning. Keras is an interface that facilitates the development of deep learning models.

The course starts with a hands-on introduction to TensorFlow and Keras. Then we move to the architecture of an example model, selecting the right layers to solve an example problem (predicting Bitcoin prices). Then we move on to the training and evaluation of the model. We will finish by deploying the model as a real-world product: a web-application (with an HTTP API) that uses Flask to make our model predictions available to the world.

This is a 2-day course packaged with the right balance of theory and hands-on activities that will help you easily learn TensorFlow and Keras from scratch.

This course is designed for developers, analysts, and data scientists interested in developing applications using TensorFlow and Keras.

Location

Public Classes: Delivered live online via WebEx and guaranteed to run . Join from anywhere!

Private Classes: Delivered at your offices , or any other location of your choice.

Goals
  1. Obtain a blueprint of the complete process for deploying a deep learning application: from environment setup to model deployment.
  2. Obtain a hands-on introduction to TensorFlow and Keras, popular technologies for building production-grade deep learning models.
  3. Get started with an example web application that uses an HTTP API interface to retrieve model predictions.
Outline
  1. Introduction to Neural Networks and Deep Learning
    1. What Are Neural Networks?
    2. Configuring a Deep Learning Environment
  2. Model Architecture
    1. Choosing the Right Model Architecture
    2. Using Keras as a TensorFlow Interface
  3. Model Evaluation and Evaluation
    1. Model Evaluation
    2. Hyperparameter Optimization
  4. Productization
    1. Handling New Data
    2. Deploying a Model as a Web Application
Class Materials

Each student in our Live Online and our Onsite classes receives a comprehensive set of materials, including course notes and all the class examples.

Training for your Team

Length: 2 Days
  • Private Class for your Team
  • Online or On-location
  • Customizable
  • Expert Instructors

What people say about our training

This is a great course to learn the basic foundation of VBA.
Vell Lyles
Community College of Baltimore County
I learned a lot in the two days I took the class, and feel a have a much better understanding of the course I took.
Rebecca Frasure
USDA-APHIS-PPQ-Manuals Unit
I really liked the pace of the course.
Alexis Kelly
Fuller & Company
The instructor was excellent. The method of training maximizes the time I have to invest in learning new technologies and moves at a pace that I'm comfortable with, yet allows me to go back if I want to have something re-explained or need extra help or just have extra questions. The instructor is excellent at knowing where her students are without being able to see screens, or see much of what's going on all the time! It's amazing! I won't hesitate to use this method for additional training.
Melanie Dalton
Kitsap County Health District

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