[{"Id":10000,"Kind":0,"DisplayKind":"Course","Title":"Advanced Architecting on AWS","Abstract":"In this course, each module presents a scenario with an architectural challenge for you to solve. You will examine available AWS services and features as solutions to the problem. You will participate in problem-based discussions and learn about the AWS services that you could apply to meet the challenges. Over 3 days, the course goes beyond the basics of a cloud infrastructure and covers topics to meet a variety of needs for AWS customers. Course modules focus on managing multiple AWS accounts; hybrid connectivity and devices; networking, with a focus on AWS Transit Gateway connectivity; container services; automation tools for continuous integration/continuous delivery (CI/CD); security and distributed denial of service (DDoS) protection; data lakes and data stores; edge services; migration options; and managing costs. The course concludes by presenting you with scenarios and challenging you to identify the best solutions. ","Description":"### Course description\n\nIn this course, each module presents a scenario with an architectural challenge for you to solve. You will examine available AWS services and features as solutions to the problem. You will participate in problem-based discussions and learn about the AWS services that you could apply to meet the challenges. Over 3 days, the course goes beyond the basics of a cloud infrastructure and covers topics to meet a variety of needs for AWS customers. Course modules focus on managing multiple AWS accounts; hybrid connectivity and devices; networking, with a focus on AWS Transit Gateway connectivity; container services; automation tools for continuous integration/continuous delivery (CI/CD); security and distributed denial of service (DDoS) protection; data lakes and data stores; edge services; migration options; and managing costs. The course concludes by presenting you with scenarios and challenging you to identify the best solutions. \n\n- Course level: Advanced\n- Duration: 3 days\n\n### Activities\n\nThis course includes presentations, group discussions, use cases, videos, assessments, and hands-on labs. \n\n### Course objectives\n\nIn this course, you will learn to:\n\n- Describe best cloud design practices through review of poll questions and graphic diagrams\n- Identify how to implement centralized permissions management and reduce risk while determining best practices based on use cases\n- Explore AWS hybrid network designs to address traffic increases and scalability while ensuring security compliance\n- Explore solutions available to design a hybrid infrastructure, including access to 5G networks, to optimize service and reduce latency for on-premises applications\n- Identify and discuss container solutions and management options\n- Examine how AWS developer tools optimize a CI/CD pipeline with updates based on various deployment strategies\n- Identify the anomaly detection and protection services that AWS offers to defend against DDoS attacks\n- Identify ways to secure data in transit, at rest, and in use with AWS encryption services\n- Determine the best data management solution based on frequency of access, and data query and analysis needs\n- Identify solutions to optimize edge services to eliminate latency, reduce inefficiencies, and mitigate risks\n- Review AWS cost management tools to help reduce costs while optimizing performance\n- Review AWS migration tools and services to implement effective cloud operation models based on use cases and business needs\n- Apply technical knowledge and experience gained from this course within a lab environment\n\n### Intended audience\n\nThis course is intended for:\n\n- Cloud architects\n- Solutions architects\n- Anyone who designs solutions for cloud infrastructures\n\n### Prerequisites\n\nWe recommend that attendees of this course have:\n\n- Knowledge and experience with core AWS services from the Compute, Storage, Networking, and AWS Identity and Access Management (IAM) categories \n- Attended the Architecting on AWS classroom training OR\n- Achieved the AWS Certified Solutions Architect – Associate certification OR\n- Have at least 1 year of experience operating AWS workloads\n\n### Course Outline\n\nDay 1\n\nModule 1: Reviewing Architecting Concepts\n\n- Architectural review\n- Group Exercise: Review Architecting on AWS core best practices\n- Hands-On Lab: Securing Amazon S3 VPC endpoint communications\n\nModule 2: Single to Multiple Accounts\n\n- Multi-account strategies\n- AWS IAM Identity Center\n- AWS Control Tower\n\nModule 3: Hybrid Connectivity\n\n- AWS Client VPN\n- AWS Site-to-Site VPN\n- AWS Direct Connect \n- Amazon Route 53 Resolver \n \nModule 4: Specialized Infrastructure\n\n- AWS Storage Gateway\n- VMware Cloud on AWS\n- AWS Outposts\n- AWS Local Zones \n- AWS Wavelength\n\nModule 5: Connecting Networks\n\n- AWS Transit Gateway \n- AWS Resource Access Manager\n- AWS PrivateLink \n- Hands-On Lab: Configuring AWS Transit Gateway\n\nDay 2\n\nModule 6: Containers\n\n- Containers\n- Container hosting on AWS \n- Amazon ECS\n- Amazon EKS\n- Hands-On Lab: Deploying an application with Amazon EKS on Fargate\n\nModule 7: Continuous Integration/Continuous Delivery (CI/CD)\n\n- CI/CD \n- Code services\n- Deployment models\n- AWS CloudFormation StackSets \n\nModule 8: High Availability and DDoS Protection\n\n- AWS WAF \n- AWS Shield Advanced \n- AWS Firewall \n\nModule 9: Securing Data\n\n- Cryptography \n- AWS KMS\n- AWS CloudHSM\n- AWS Secrets Manager\n \nModule 10: Large-Scale Data Stores\n\n- S3 data management\n- Data lakes\n- AWS Lake Formation \n- Hands-On Lab: Setting up a data lake with Lake Formation\n\nDay 3\n\nModule 11: Migrating Workloads\n\n- Migration process\n- Migration tools\n- Migrating databases \n- Hands-On Lab: Migrating an on-premises NFS share using AWS DataSync and Storage Gateway\n\nModule 12: Optimizing Cost\n\n- Cloud cost management\n- Cost management tools\n- Cost optimization\n\nModule 13: Architecting for the Edge\n\n- Amazon CloudFront\n- Lambda@Edge\n- AWS Global Accelerator\n\nModule 14: Review Projects\n\n- Use the Online Course Supplement (OCS) to review use cases, investigate data, and answer architecting design questions about Transit Gateway, hybrid connectivity, migration, and cost optimization","DurationValue":3.0,"DurationUnit":2,"DisplayDuration":"3 days","Language":null,"ClassLanguages":null,"Classifications":[{"Id":2,"Category":"Role","BaseCategory":"Role","Value":"Architect","RankInCategory":1,"IsLoSearchFilter":true},{"Id":7,"Category":"Skill Level","BaseCategory":"Skill Level","Value":"Advanced","RankInCategory":3,"IsLoSearchFilter":true},{"Id":12,"Category":"Training Format","BaseCategory":"Training Format","Value":"Classroom Live","RankInCategory":3,"IsLoSearchFilter":false},{"Id":19,"Category":"Domain","BaseCategory":"Domain","Value":"Architecting","RankInCategory":5,"IsLoSearchFilter":true},{"Id":130,"Category":"CodeWhisperer","BaseCategory":"CodeWhisperer","Value":"Yes","RankInCategory":null,"IsLoSearchFilter":false}],"SubscriptionProducts":null,"AudiencePaths":[],"LinkedSubscriptionProductIds":[]},{"Id":10002,"Kind":0,"DisplayKind":"Course","Title":"Architecting on AWS","Abstract":"Architecting on AWS is for solutions architects, solution-design engineers, and developers who seek an understanding of Amazon Web Services (AWS) architecting. In this course, you will learn to identify services and features to build resilient, secure, and highly available IT solutions on the AWS Cloud. \nArchitectural solutions differ depending on industry, types of applications, and business size. AWS Authorized Instructors emphasize best practices by using the AWS Well-Architected Framework. They guide you through the process of designing optimal IT solutions based on real-life scenarios. The modules focus on account security, networking, compute, storage, databases, monitoring, automation, containers, serverless architecture, edge services, and backup and recovery. At the end of the course, you will practice building a solution and apply what you have learned.\n\n\n- Course level: Intermediate\n- Duration: 3 days\n","Description":"### Course description\n\nArchitecting on AWS is for solutions architects, solution-design engineers, and developers who seek an understanding of Amazon Web Services (AWS) architecting. In this course, you will learn to identify services and features to build resilient, secure, and highly available IT solutions on the AWS Cloud. \nArchitectural solutions differ depending on industry, types of applications, and business size. AWS Authorized Instructors emphasize best practices by using the AWS Well-Architected Framework. They guide you through the process of designing optimal IT solutions based on real-life scenarios. The modules focus on account security, networking, compute, storage, databases, monitoring, automation, containers, serverless architecture, edge services, and backup and recovery. At the end of the course, you will practice building a solution and apply what you have learned.\n\n\n- Course level: Intermediate\n- Duration: 3 days\n\n### Activities\n\nThis course includes presentations based on use cases. It also includes group discussions, demonstrations, assessments, and hands-on labs. \n\n### Course objectives\n\nIn this course, you will learn to:\n\n\n- Identify AWS architecting basic practices.\n- Summarize the fundamentals of account security.\n- Identify strategies to build a secure virtual network that includes private and public subnets.\n- Practice building a multi-tier architecture in AWS.\n- Identify strategies to select the appropriate compute resources based on business use cases.\n- Compare and contrast AWS storage products and services based on business scenarios.\n- Compare and contrast AWS database services based on business needs.\n- Identify the role of monitoring, load balancing, and auto scaling responses based on business needs.\n- Identify and discuss AWS automation tools that will help you build, maintain, and evolve your infrastructure.\n- Discuss hybrid networking, network peering, and gateway and routing solutions to extend and secure your infrastructure.\n- Explore AWS container services for the rapid implementation of an infrastructure-agnostic, portable application environment.\n- Identify the business and security benefits of AWS serverless services based on business examples.\n- Discuss the ways in which AWS edge services address latency and security.\n- Explore AWS backup, recovery solutions, and best practices to ensure resiliency and business continuity.\n\n### Intended audience\n\nThis course is intended for:\n\n\n- Solution architects \n- Solution-design engineers\n- Developers who are seeking an understanding of AWS architecting\n- Individuals who are seeking the AWS Solutions Architect-Associate certification\n\n### Prerequisites\n\nWe recommend that attendees of this course have:\n\n\n- Completed AWS Cloud Practitioner Essentials, or AWS Technical Essentials\n- Working knowledge of distributed systems\n- Familiarity with general networking concepts\n- Familiarity with IP addressing\n- Working knowledge of multi-tier architectures\n- Familiarity with cloud computing concepts\n \n\n###Course outline\n\n**Day 1**\n\n**Module 0: Architecting on AWS Introduction**\n\n- Preparing for class\n- Guidance\n- Course overview\n\n**Module 1: Architecting Fundamentals**\n\n\n\n- AWS services\n- AWS infrastructure\n- AWS Well-Architected Framework\n- Hands-on lab: Explore and interact with the AWS Management Console and AWS Command Line Interface\n\n**Module 2: Account Security**\n\n\n\n- Principals and identities\n- Security policies\n- Managing multiple accounts\n\n**Module 3: Networking 1**\n\n\n\n- IP addressing\n- VPC fundamentals\n- VPC traffic security\n\n**Module 4: Compute**\n\n\n\n- Compute services\n- EC2 instances\n- Storage for EC2 instances\n- Amazon EC2 pricing options\n- AWS Lambda\n- Hands-on lab: Build your Amazon VPC infrastructure\n\n**Day 2**\n\n**Module 5: Storage**\n\n\n\n- Storage services\n- Amazon S3\n- Shared file systems\n- Data migration tools\n\n**Module 6: Database Services**\n\n\n\n- Database services\n- Amazon RDS\n- Amazon DynamoDB\n- Database caching\n- Database migration tools\n- Hands-on lab: Create a database layer in your Amazon VPC infrastructure\n\n**Module 7: Monitoring and Scaling**\n\n\n\n- Monitoring\n- Alarms and events\n- Load balancing\n- Auto scaling\n- Hands-on lab: Configure high availability in your Amazon VPC\n\n**Module 8: Automation**\n\n\n- AWS CloudFormation\n- Infrastructure management\n\n**Module 9: Containers**\n\n\n\n- Microservices\n- Containers\n- Container services\n\n**Day 3**\n\n**Module 10: Networking 2**\n\n\n\n- VPC endpoints\n- VPC peering\n- Hybrid networking\n- AWS Transit Gateway\n\n**Module 11: Serverless**\n\n\n- What is serverless?\n- Amazon API Gateway\n- Amazon SQS\n- Amazon SNS\n- Amazon Kinesis \n- AWS Step Functions\n- Hands-on lab: Build a serverless architecture\n\n**Module 12: Edge Services**\n\n\n\n- Edge fundamentals \n- Amazon Route 53\n- Amazon CloudFront\n- DDoS protection\n- AWS Outposts\n- Hands-on lab: Configure an Amazon CloudFront distribution with an Amazon S3 origin\n\n**Module 13: Backup and Recovery**\n\n\n\n- Disaster planning\n- AWS Backup\n- Recovery strategies\n- Hands-on lab: Capstone lab – Build an AWS multi-tier architecture. Participants review the concepts and services that they learned in class and build a solution based on a scenario. The lab environment provides partial solutions to promote analysis and reflection. Participants deploy a highly available architecture. The instructor is available for consultation.\n\n**Module 14: Course Summary**\n\n\n\n- Recap\n- Summaries\n- Next steps\n","DurationValue":3.0,"DurationUnit":2,"DisplayDuration":"3 days","Language":null,"ClassLanguages":null,"Classifications":[{"Id":2,"Category":"Role","BaseCategory":"Role","Value":"Architect","RankInCategory":1,"IsLoSearchFilter":true},{"Id":8,"Category":"Skill Level","BaseCategory":"Skill Level","Value":"Intermediate","RankInCategory":2,"IsLoSearchFilter":true},{"Id":12,"Category":"Training Format","BaseCategory":"Training Format","Value":"Classroom Live","RankInCategory":3,"IsLoSearchFilter":false},{"Id":19,"Category":"Domain","BaseCategory":"Domain","Value":"Architecting","RankInCategory":5,"IsLoSearchFilter":true},{"Id":130,"Category":"CodeWhisperer","BaseCategory":"CodeWhisperer","Value":"Yes","RankInCategory":null,"IsLoSearchFilter":false}],"SubscriptionProducts":null,"AudiencePaths":[],"LinkedSubscriptionProductIds":[]},{"Id":10012,"Kind":0,"DisplayKind":"Course","Title":"AWS Technical Essentials","Abstract":"AWS Technical Essentials introduces you to essential Amazon Web Services (AWS) and common solutions. The course covers the fundamental AWS concepts related to compute, database, storage, networking, monitoring, and security. You start working in AWS through hands-on course experiences. The course covers the concepts necessary to increase your understanding of AWS services, so that you can make informed decisions about solutions that meet business requirements. Throughout the course, you will gain information on how to build, compare, and apply highly available, fault tolerant, scalable, and cost-effective cloud solutions.\n\n\n\n- Course level: Fundamental\n- Duration: 1 day","Description":"### Course description\n\nAWS Technical Essentials introduces you to essential AWS services and common solutions. The course covers the fundamental AWS concepts related to compute, database, storage, networking, monitoring, and security. You will start working in AWS through hands-on course experiences. The course covers the concepts necessary to increase your understanding of AWS services, so that you can make informed decisions about solutions that meet business requirements. Throughout the course, you will gain information on how to build, compare, and apply highly available, fault tolerant, scalable, and cost-effective cloud solutions.\n\n\n- Course level: Fundamental\n- Duration: 1 day\n\n### Activities\n\nThis course includes presentations, hands-on labs, demonstrations, videos, and knowledge checks.\n\n### Course objectives\n\nIn this course, you will learn to:\n\n\n- Describe terminology and concepts related to AWS services \n- Navigate the AWS Management Console\n- Articulate key concepts of AWS security measures and AWS Identity and Access Management (IAM)\n- Distinguish among several AWS compute services, including Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda, Amazon Elastic Container Service (Amazon ECS), and Amazon Elastic Kubernetes Service (Amazon EKS)\n- Understand AWS database and storage offerings, including Amazon Relational Database Service (Amazon RDS), Amazon DynamoDB, and Amazon Simple Storage Service (Amazon S3)\n- Explore AWS networking services\n- Access and configure Amazon CloudWatch monitoring features\n\n### Intended audience\n\nThis course is intended for:\n\n\n- Individuals responsible for articulating the technical benefits of AWS services to customers\n- Individuals interested in learning how to get started with AWS\n- SysOps administrators\n- Solutions architects\n- Developers\n\n### Prerequisites\n\nWe recommend that attendees of this course have:\n\n\n- IT experience\n- Basic knowledge of common data center architectures and components (servers, networking, databases, applications, and so on)\n- No prior cloud computing or AWS experience required\n \n\n### Course outline\n\n**Course Introduction**\n\n**Module 1: Introduction to Amazon Web Services**\n\n\n- Introduction to Cloud Computing\n- Introduction to AWS Cloud Services\n- Security in the AWS Cloud\n- Introduction to AWS IAM \n- Hands-On Lab: Introduction to AWS Identity and Access Management (IAM)\n\n**Module 2: AWS Compute**\n\n\n\n- Compute as a service in AWS\n- Introduction to Amazon Elastic Compute Cloud\n- Amazon EC2 instance lifecycle\n- AWS container services\n- What is serverless?\n- Introduction to AWS Lambda\n\n**Module 3: AWS Networking**\n\n\n- Introduction to Amazon Virtual Private Cloud (Amazon VPC)\n- AWS Direct Connect\n- Amazon VPC routing\n- AWS Routing Table Demonstration\n- Amazon VPC security\n- Hands-On Lab: Create a VPC and Relaunch the Corporate Directory Application in Amazon EC2\n\n**Module 4: AWS Storage**\n\n\n- AWS storage types\n- Amazon EC2 instance storage and Amazon Elastic Block Store (Amazon EBS)\n- Object storage with Amazon S3\n\n**Module 5: Databases**\n\n\n- Benefits of databases in AWS\n- Amazon Relational Database Service\n- Purpose-built databases\n- Introduction to Amazon DynamoDB\n- Hands-On Lab: Configure a Web Application to use an Amazon S3 Bucket and DynamoDB Table\n\n**Module 6: Monitoring, Load Balancing and Scaling**\n\n\n- Monitoring\n- Load Balancing\n- Scaling\n- Hands-On Lab: Configure High Availability for Your Application\n\n**Module 7: Course Summary**\n","DurationValue":1.0,"DurationUnit":2,"DisplayDuration":"1 day","Language":null,"ClassLanguages":null,"Classifications":[{"Id":2,"Category":"Role","BaseCategory":"Role","Value":"Architect","RankInCategory":1,"IsLoSearchFilter":true},{"Id":4,"Category":"Role","BaseCategory":"Role","Value":"Business","RankInCategory":2,"IsLoSearchFilter":true},{"Id":6,"Category":"Skill Level","BaseCategory":"Skill Level","Value":"Fundamental","RankInCategory":1,"IsLoSearchFilter":true},{"Id":12,"Category":"Training Format","BaseCategory":"Training Format","Value":"Classroom Live","RankInCategory":3,"IsLoSearchFilter":false},{"Id":101,"Category":"Domain","BaseCategory":"Domain","Value":"Cloud Essentials","RankInCategory":10,"IsLoSearchFilter":true},{"Id":130,"Category":"CodeWhisperer","BaseCategory":"CodeWhisperer","Value":"Yes","RankInCategory":null,"IsLoSearchFilter":false}],"SubscriptionProducts":null,"AudiencePaths":[],"LinkedSubscriptionProductIds":[]},{"Id":17675,"Kind":0,"DisplayKind":"Course","Title":"AWS Cloud Practitioner Essentials","Abstract":"This course is for individuals who seek an overall understanding of the Amazon Web Services (AWS) Cloud, independent of specific technical roles. You will learn about AWS Cloud concepts, AWS services, security, architecture, pricing, and support to build your AWS Cloud knowledge. This course also helps you prepare for the AWS Certified Cloud Practitioner exam.\n      •\tCourse level: Fundamental\n      •\tDuration: 1 day","Description":"##Course description\nThis course is for individuals who seek an overall understanding of the Amazon Web Services (AWS) Cloud, independent of specific technical roles. You will learn about AWS Cloud concepts, AWS services, security, architecture, pricing, and support to build your AWS Cloud knowledge. This course also helps you prepare for the AWS Certified Cloud Practitioner exam.\n      •\tCourse level: Fundamental\n      •\tDuration: 1 day\n\n##Activities\nThis course includes presentations, class activities, and knowledge checks.\n\n##Course objectives\nIn this course, you will learn to:\n      •\tSummarize the working definition of AWS\n      •\tDifferentiate between on-premises, hybrid-cloud, and all-in cloud\n      •\tDescribe the basic global infrastructure of the AWS Cloud\n      •\tExplain the six benefits of the AWS Cloud\n      •\tDescribe and provide an example of the core AWS services, including compute, network, databases, and storage\n      •\tIdentify an appropriate solution using AWS Cloud services with various use cases\n      •\tDescribe the AWS Well-Architected Framework\n      •\tExplain the shared responsibility model\n      •\tDescribe the core security services within the AWS Cloud\n      •\tDescribe the basics of AWS Cloud migration\n      •\tArticulate the financial benefits of the AWS Cloud for an organization’s cost management\n      •\tDefine the core billing, account management, and pricing models\n      •\tExplain how to use pricing tools to make cost-effective choices for AWS services\n\n##Intended audience\nThis course is intended for:\n      •\tSales\n      •\tLegal\n      •\tMarketing\n      •\tBusiness analysts\n      •\tProject managers\n      •\tAWS Academy students\n      •\tOther IT-related professionals\n\n##Prerequisites\nWe recommend that attendees of this course have:\n      •\tGeneral IT business knowledge\n      •\tGeneral IT technical knowledge\n \n##Course outline\n##Module 1: Introduction to Amazon Web Services\n      •\tSummarize the benefits of AWS \n      •\tDescribe differences between on-demand delivery and cloud deployments\n      •\tSummarize the pay-as-you-go pricing model\n\n##Module 2: Compute in the Cloud\n      •\tDescribe the benefits of Amazon Elastic Compute Cloud (Amazon EC2) at a basic level\n      •\tIdentify the different Amazon EC2 instance types\n      •\tDifferentiate between the various billing options for Amazon EC2\n      •\tDescribe the benefits of Amazon EC2 Auto Scaling\n      •\tSummarize the benefits of Elastic Load Balancing\n      •\tGive an example of the uses for Elastic Load Balancing\n      •\tSummarize the differences between Amazon Simple Notification Service (Amazon SNS) and Amazon Simple Queue Services (Amazon SQS)\n      •\tSummarize additional AWS compute options\n\n##Module 3: Global Infrastructure and Reliability\n      •\tSummarize the benefits of the AWS Global Infrastructure\n      •\tDescribe the basic concept of Availability Zones\n      •\tDescribe the benefits of Amazon CloudFront and Edge locations\n      •\tCompare different methods for provisioning AWS services\n\n##Module 4: Networking\n      •\tDescribe the basic concepts of networking\n      •\tDescribe the difference between public and private networking resources\n      •\tExplain a virtual private gateway using a real life scenario\n      •\tExplain a virtual private network (VPN) using a real life scenario\n      •\tDescribe the benefit of AWS Direct Connect\n      •\tDescribe the benefit of hybrid deployments\n      •\tDescribe the layers of security used in an IT strategy\n      •\tDescribe which services are used to interact with the AWS global network\n\n##Module 5: Storage and Databases\n      •\tSummarize the basic concept of storage and databases\n      •\tDescribe benefits of Amazon Elastic Block Store (Amazon EBS)\n      •\tDescribe benefits of Amazon Simple Storage Service (Amazon S3)\n      •\tDescribe the benefits of Amazon Elastic File System (Amazon EFS)\n      •\tSummarize various storage solutions\n      •\tDescribe the benefits of Amazon Relational Database Service (Amazon RDS)\n      •\tDescribe the benefits of Amazon DynamoDB\n      •\tSummarize various database services\n\n##Module 6: Security\n      •\tExplain the benefits of the shared responsibility model\n      •\tDescribe multi-factor authentication (MFA)\n      •\tDifferentiate between the  AWS Identity and Access Management (IAM) security levels\n      •\tDescribe security policies at a basic level\n      •\tExplain the benefits of AWS Organizations\n      •\tSummarize the benefits of compliance with AWS\n      •\tExplain primary AWS security services at a basic level\n\n##Module 7: Monitoring and Analytics\n      •\tSummarize approaches to monitoring your AWS environment\n      •\tDescribe the benefits of Amazon CloudWatch\n      •\tDescribe the benefits of AWS CloudTrail\n      •\tDescribe the benefits of AWS Trusted Advisor\n \n##Module 8: Pricing and Support\n      •\tUnderstand AWS pricing and support models\n      •\tDescribe the AWS Free Tier\n      •\tDescribe key benefits of AWS Organizations and consolidated billing\n      •\tExplain the benefits of AWS Budgets\n      •\tExplain the benefits of AWS Cost Explorer\n      •\tExplain the primary benefits of the AWS Pricing Calculator\n      •\tDistinguish between the various AWS Support Plans\n      •\tDescribe the benefits of AWS Marketplace\n\n##Module 9: Migration and Innovation\n      •\tUnderstand migration and innovation in the AWS Cloud\n      •\tSummarize the AWS Cloud Adoption Framework (AWS CAF) \n      •\tSummarize six key factors of a cloud migration strategy\n      •\tDescribe the benefits of various AWS data migration solutions, such as AWS Snowcone, AWS Snowball, and AWS Snowmobile\n      •\tSummarize the broad scope of innovative solutions that AWS offers\n      •\tSummarize the five pillars of the AWS Well-Architected Framework\n\n##Module 10: AWS Certified Cloud Practitioner Basics\n      •\tDetermine resources for preparing for the AWS Certified Cloud Practitioner examination\n      •\tDescribe benefits of becoming AWS Certified\n","DurationValue":1.0,"DurationUnit":2,"DisplayDuration":"1 day","Language":null,"ClassLanguages":null,"Classifications":[{"Id":4,"Category":"Role","BaseCategory":"Role","Value":"Business","RankInCategory":2,"IsLoSearchFilter":true},{"Id":6,"Category":"Skill Level","BaseCategory":"Skill Level","Value":"Fundamental","RankInCategory":1,"IsLoSearchFilter":true},{"Id":12,"Category":"Training Format","BaseCategory":"Training Format","Value":"Classroom Live","RankInCategory":3,"IsLoSearchFilter":false},{"Id":101,"Category":"Domain","BaseCategory":"Domain","Value":"Cloud Essentials","RankInCategory":10,"IsLoSearchFilter":true},{"Id":130,"Category":"CodeWhisperer","BaseCategory":"CodeWhisperer","Value":"Yes","RankInCategory":null,"IsLoSearchFilter":false}],"SubscriptionProducts":null,"AudiencePaths":[],"LinkedSubscriptionProductIds":[]},{"Id":74343,"Kind":0,"DisplayKind":"Course","Title":"MLOps Engineering on AWS ","Abstract":"This course builds upon and extends the DevOps methodology prevalent in software development to build, train, and deploy machine learning (ML) models. The course is based on the four-level MLOPs maturity framework. The course focuses on the first three levels, including the initial, repeatable, and reliable levels. The course stresses the importance of data, model, and code to successful ML deployments. It demonstrates the use of tools, automation, processes, and teamwork in addressing the challenges associated with handoffs between data engineers, data scientists, software developers, and operations. The course also discusses the use of tools and processes to monitor and take action when the model prediction in production drifts from agreed-upon key performance indicators\n\n- Course level: Intermediate\n- Duration: 3 days\n\n","Description":"**Activities**\n\nThis course includes presentations, hands-on labs, demonstrations, knowledge checks, and workbook activities.\n\n**Course objectives**\n\nIn this course, you will learn to:\n\n- Explain the benefits of MLOps\n- Compare and contrast DevOps and MLOps\n- Evaluate the security and governance requirements for an ML use case and describe possible solutions and mitigation strategies\n- Set up experimentation environments for MLOps with Amazon SageMaker\n- Explain best practices for versioning and maintaining the integrity of ML model assets (data, model, and code)\n- Describe three options for creating a full CI/CD pipeline in an ML context\n- Recall best practices for implementing automated packaging, testing and deployment. (Data/model/code)\n- Demonstrate how to monitor ML based solutions\n- Demonstrate how to automate an ML solution that tests, packages, and deploys a model in an automated fashion; detects performance degradation; and re-trains the model on top of newly acquired data \n\n**Intended audience**\n\nThis course is intended for:\n\nMLOps engineers who want to productionize and monitor ML models in the AWS cloud\nDevOps engineers who will be responsible for successfully deploying and maintaining ML models in production\n\n**Prerequisites**\n\nWe recommend that attendees of this course have:\n\n- AWS Technical Essentials (classroom or digital)\n- DevOps Engineering on AWS, or equivalent experience\n- Practical Data Science with Amazon SageMaker, or equivalent experience \n\n**Course outline**\n\n**Day 1**\n\nModule 1: Introduction to MLOps\n\n- Processes\n- People\n- Technology\n- Security and governance\n- MLOps maturity model\n\nModule 2: Initial MLOps: Experimentation Environments in SageMaker Studio\n\n- Bringing MLOps to experimentation\n- Setting up the ML experimentation environment\n- Demonstration: Creating and Updating a Lifecycle Configuration for SageMaker Studio\n- Hands-On Lab: Provisioning a SageMaker Studio Environment with the AWS Service Catalog\n- Workbook: Initial MLOps\n\nModule 3: Repeatable MLOps: Repositories\n\n- Managing data for MLOps\n- Version control of ML models\n- Code repositories in ML\n\nModule 4: Repeatable MLOps: Orchestration\n\n- ML pipelines\n- Demonstration: Using SageMaker Pipelines to Orchestrate Model Building Pipelines\n\n**Day 2**\n\nModule 4: Repeatable MLOps: Orchestration (continued)\n\n- End-to-end orchestration with AWS Step Functions\n- Hands-On Lab: Automating a Workflow with Step Functions\n- End-to-end orchestration with SageMaker Projects\n- Demonstration: Standardizing an End-to-End ML Pipeline with SageMaker Projects\n- Using third-party tools for repeatability\n- Demonstration: Exploring Human-in-the-Loop During Inference\n- Governance and security\n- Demonstration: Exploring Security Best Practices for SageMaker\n- Workbook: Repeatable MLOps\n\nModule 5: Reliable MLOps: Scaling and Testing\n\n- Scaling and multi-account strategies\n- Testing and traffic-shifting\n- Demonstration: Using SageMaker Inference Recommender\n- Hands-On Lab: Testing Model Variants\n\n**Day 3**\n\nModule 5: Reliable MLOps: Scaling and Testing (continued)\n\n- Hands-On Lab: Shifting Traffic\n- Workbook: Multi-account strategies\n\n\nModule 6: Reliable MLOps: Monitoring\n\n- The importance of monitoring in ML\n- Hands-On Lab: Monitoring a Model for Data Drift\n- Operations considerations for model monitoring\n- Remediating problems identified by monitoring ML solutions\n- Workbook: Reliable MLOps\n- Hands-On Lab: Building and Troubleshooting an ML Pipeline\n","DurationValue":3.0,"DurationUnit":2,"DisplayDuration":"3 days","Language":null,"ClassLanguages":null,"Classifications":[{"Id":8,"Category":"Skill Level","BaseCategory":"Skill Level","Value":"Intermediate","RankInCategory":2,"IsLoSearchFilter":true},{"Id":12,"Category":"Training Format","BaseCategory":"Training Format","Value":"Classroom Live","RankInCategory":3,"IsLoSearchFilter":false},{"Id":30,"Category":"Domain","BaseCategory":"Domain","Value":"Machine Learning","RankInCategory":26,"IsLoSearchFilter":true},{"Id":58,"Category":"Role","BaseCategory":"Role","Value":"Developer","RankInCategory":6,"IsLoSearchFilter":true},{"Id":130,"Category":"CodeWhisperer","BaseCategory":"CodeWhisperer","Value":"Yes","RankInCategory":null,"IsLoSearchFilter":false}],"SubscriptionProducts":null,"AudiencePaths":[],"LinkedSubscriptionProductIds":[]}]