Building and Deploying Deep Learning Applications with TensorFlow

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Adam Geitgey

1:46:31

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01 - Introduction

01 - Welcome.mp4

00:49

02 - What you should know.mp4

00:27

03 - Using the exercise files.mp4

00:31

02 - 1. Setting Up TensorFlow

01 - Install TensorFlow on macOS.mp4

03:44

02 - Install TensorFlow on Windows.mp4

06:36

03 - 2. TensorFlow Overview

01 - What is TensorFlow.mp4

03:06

02 - Why is it called TensorFlow.mp4

01:27

03 - Hardware, software, and language requirements.mp4

03:00

04 - The traintestevaluation flow in TensorFlow.mp4

05:45

05 - Build a simple model in TensorFlow.mp4

05:54

04 - 3. Creating a TensorFlow Model

01 - Options for loading data.mp4

04:45

02 - Load the data set.mp4

07:56

03 - Define the model structure.mp4

11:55

04 - Set up the model training loop.mp4

03:03

05 - 4. Training a Model in TensorFlow

01 - Train.mp4

03:45

02 - Log.mp4

08:03

03 - Save and load trained models.mp4

02:31

06 - 5. TensorBoard

01 - Visualize the computational graph.mp4

04:59

02 - Visualize training runs.mp4

04:59

03 - Add custom visualizations to TensorBoard.mp4

04:43

07 - 6. Using a Trained TensorFlow

01 - Export models for use in production.mp4

05:21

02 - Configure a new Google Cloud account.mp4

03:24

03 - Host your model in the cloud with Google Cloud.mp4

05:15

04 - Use a model in the cloud.mp4

04:15

08 - Conclusion

01 - Next steps.mp4

00:18

Description

TensorFlow is one of the most popular deep learning frameworks available. It's used for everything from cutting-edge machine learning research to building new features for the hottest start-ups in Silicon Valley. In this course, learn how to install TensorFlow and use it to build a simple deep learning model. After he shows how to get TensorFlow up and running, instructor Adam Geitgey demonstrates how to create and train a machine learning model, as well as how to leverage visualization tools to analyze and improve your model. Finally, he explains how to deploy models locally or in the cloud. When you wrap up this course, you'll be ready to start building and deploying your own models with TensorFlow.

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Deep Learning

TensorFlow

Adam Geitgey

Instructor's Courses

Co-founder at Turquoise Health, previously AI/ML/NLP Consultant and a Software Engineer with 15+ years of experience. Writes about Machine Learning, AI and Software Engineering at http://www.machinelearningisfun.com/

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