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Intermediate ML: TensorFlow on GCP

Fundamental 5 Steps 6 hours 33 Credits

TensorFlow is library for is an open source software library for high performance numerical computation that's great for writing models that can train and run on platforms ranging from your laptop to a fleet of servers in the Cloud to an edge device. This quest takes you beyond the basics of using predefined models and teaches you how to build, train and deploy your own on GCP.

Machine Learning

Quest Outline

Hands-On Lab

Machine Learning with TensorFlow

In this lab you will learn how to use Google Cloud Machine Learning and Tensorflow to develop and evaluate prediction models using machine learning.

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Hands-On Lab

TensorFlow for Poets

In this lab you will learn how to install and run TensorFlow on a single machine, then train a simple classifier to classify images of flowers.

Hands-On Lab

Image Classification of Coastline Images Using TensorFlow on AI Platform

In this lab, you carry out a transfer learning example based on Inception-v3 image recognition neural network. The objective is to classify coastline images captured using drones based on their potential for flood damage.

Hands-On Lab

Predict Housing Prices with Tensorflow and AI Platform

In this lab you will build an end to end machine learning solution using Tensorflow + AI Platform and leverage the cloud for distributed training and online prediction.

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Hands-On Lab

Creating an Object Detection Application Using TensorFlow

This lab will show you how to install and run an object detection application. The application uses TensorFlow and other public API libraries to detect multiple objects in an uploaded image.

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