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Chapter 12Figure 1: The Microsoft Azure dashboardFor new users, Azure offers a $200 credit, and a range of free services. For paidservices, you can choose from a range (called "subscriptions" on the Azure platform)of monthly payment plans or "pay-as-you-go" options. You will need to provideyour credit card information to access paid services. Some of the popular servicesoffered by Azure are:• Virtual Machines: You can create your own machines on the net, with upto 128 virtual CPUs (vCPUs) and up to 6 TB of memory. There is a widerange of virtual machine series offered by Azure. Since the topic of thisbook is deep learning, we will limit ourselves to N-series virtual machinesoffered by Azure, which are sufficient for our needs. In a later section, Virtualmachines on cloud, you will learn the features of N-series and how to deployone. To see the complete range of virtual machines offered please refer to:https://azure.microsoft.com/en-in/pricing/details/virtualmachines/series/.• Function: Provides serverless architecture; one need not worry abouthardware or networking, you just need to deploy your code, and Functiontakes care of the rest.• Storage Services: Azure provides Blob storage to store any type of datain the cloud. The data stored on Blob can be used for content distribution,backup, and big data analytics.• IoT Hub: Provides a central communication service to communicatebetween your IoT devices and code. Using IoT Hub, you can connectvirtually any device to the cloud.[ 441 ]
TensorFlow and Cloud• Azure DevOps: Provides an integrated set of features that allow you tocollaborate with a team. You can create a work plan, work together on code,develop and deploy applications, and implement continuous integration anddeployment.Amazon Web Services (AWS)Since 2006, Amazon started offering its infrastructure on cloud to businesses, underthe name Amazon Web Services. AWS offers a wide range of global cloud-basedproducts. They include compute instances, storage services, databases, analytics,networking, mobile and developer tools, IoT, management tools, security, andenterprise applications. These services are available on-demand with pay-as-yougopricing options or monthly subscriptions. There are over 140 AWS servicesoffering data warehousing, directories, deployment tools, and content deliveryto name a few.Before using the AWS, you need to open an account. If you have an existing accountyou can log in using it, otherwise visit http://aws.amazon.com and click on Createan AWS account to create a new account, as seen in the following screenshot:Figure 2: The "Create an AWS Account" tab.The account can be created for free, and many of the services are available under the"free basic plan". To learn details about the free offerings you can visit: http://aws.amazon.com/free. Even though you may choose a free account and free services, theportal requires you to give credit/debit card details for verification purposes. Onceyou log in, you are led to a management console. Following is a screenshot of themanagement console:[ 442 ]
- Page 426 and 427: We will also need to normalize the
- Page 428 and 429: Chapter 10ρρ(vv oo |h oo ) = σσ
- Page 430 and 431: # Generate the sample probabilityde
- Page 432 and 433: Chapter 10And the reconstructed ima
- Page 434 and 435: Chapter 10inpX = rbm.rbm_output(inp
- Page 436 and 437: Chapter 10(60000, 28, 28) (60000,)(
- Page 438 and 439: Chapter 10Figure 11: Summary of the
- Page 440 and 441: Chapter 10This chapter, along with
- Page 442 and 443: Reinforcement LearningThis chapter
- Page 444 and 445: Chapter 11And unlike unsupervised l
- Page 446 and 447: Chapter 11Normally, the value is de
- Page 448 and 449: Chapter 11• The next question tha
- Page 450 and 451: Chapter 11This neural network takes
- Page 452 and 453: Chapter 11The MuJoCo environment re
- Page 454 and 455: Chapter 11We will first import the
- Page 456 and 457: Chapter 11The αα is the learning
- Page 458 and 459: Chapter 11We set up the global valu
- Page 460 and 461: Chapter 11else:return np.argmax(sel
- Page 462 and 463: Chapter 11DQN to play a game of Ata
- Page 464 and 465: Chapter 11self.model.add( Conv2D(64
- Page 466 and 467: Chapter 11Here the action A was sel
- Page 468 and 469: Chapter 11Image source: https://arx
- Page 470 and 471: Chapter 11A neural network is used
- Page 472: Chapter 1111. Details regarding ins
- Page 475: TensorFlow and Cloud• Scalability
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- Page 489 and 490: TensorFlow and CloudIn case you req
- Page 491 and 492: TensorFlow and CloudIt starts with
- Page 493 and 494: TensorFlow and CloudTFX librariesTF
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TensorFlow and Cloud
• Azure DevOps: Provides an integrated set of features that allow you to
collaborate with a team. You can create a work plan, work together on code,
develop and deploy applications, and implement continuous integration and
deployment.
Amazon Web Services (AWS)
Since 2006, Amazon started offering its infrastructure on cloud to businesses, under
the name Amazon Web Services. AWS offers a wide range of global cloud-based
products. They include compute instances, storage services, databases, analytics,
networking, mobile and developer tools, IoT, management tools, security, and
enterprise applications. These services are available on-demand with pay-as-yougo
pricing options or monthly subscriptions. There are over 140 AWS services
offering data warehousing, directories, deployment tools, and content delivery
to name a few.
Before using the AWS, you need to open an account. If you have an existing account
you can log in using it, otherwise visit http://aws.amazon.com and click on Create
an AWS account to create a new account, as seen in the following screenshot:
Figure 2: The "Create an AWS Account" tab.
The account can be created for free, and many of the services are available under the
"free basic plan". To learn details about the free offerings you can visit: http://aws.
amazon.com/free. Even though you may choose a free account and free services, the
portal requires you to give credit/debit card details for verification purposes. Once
you log in, you are led to a management console. Following is a screenshot of the
management console:
[ 442 ]
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