Amazon SageMaker Studio for Data Scientists
Duration : 5 Days (40 Hours)
Amazon SageMaker Studio for Data Scientists Course Overview
The Architecting on AWS – Accelerator course is specifically tailored for individuals who are adept at quickly assimilating new information. This intensive 5-day program comprehensively covers all aspects of cloud architecture. By consolidating content from the Architecting on AWS and Advanced Architecting on AWS courses, it offers a comprehensive curriculum.
Throughout the course, AWS Authorized Instructors emphasize the utilization of best practices outlined in the AWS Well-Architected Framework. Participants are guided through the process of designing optimal IT solutions based on real-life scenarios. Architectural solutions may vary depending on industry, application types, and business size.
The course modules encompass a wide range of topics, including compute, storage, databases, networking, security, monitoring, automation, containers, serverless architecture, edge services, and backup and recovery. Additionally, the curriculum delves into optimization techniques, the benefits of loosely coupled applications and serverless components, building resilient architectures, and understanding cost considerations.
Hands-on labs are integral to the course, allowing participants to apply the knowledge acquired during lectures and develop practical skills.
Course level: Advanced
- Solutions architects
- Solution-design engineers
- People in other IT/cloud roles who want to understand how to design and build cloud architectures
Module 1: Architecting Fundamentals
- AWS services
- AWS infrastructure
- AWS Well-Architected Framework
- Hands-On Lab: Explore and interact with the AWS Management Console and AWS Command
Module 2: Account Security
- Principals and identities
- Security policies
- Managing multiple accounts
Module 3: Networking 1
- IP addressing
- VPC fundamentals
- VPC traffic security
Module 4: Compute
- Compute services
- EC2 instances
- Storage for EC2 instances
- Amazon EC2 pricing options
- AWS Lambda
- Hands-On Lab: Build your Amazon VPC infrastructure
Module 5: Storage
- Storage services
- Amazon S3
- Shared file systems
- Data migration tools
Module 6: Database Services
- Database services
- Amazon RDS
- Amazon DynamoDB
- Database caching
- Database migration tools
- Hands-on Lab: Create a database layer in your Amazon VPC infrastructure
Module 7: Monitoring and Scaling
- Alarms and events
- Load balancing
- Auto scaling
- Hands-on Lab: Configure high availability in your Amazon VPC
Module 8: Automation
- AWS CloudFormation
- Infrastructure management
Module 9: Containers
- Container services
Module 10: Networking 2
- VPC endpoints
- VPC peering
- Hybrid networking
- AWS Transit Gateway
Module 11: Serverless
- What is serverless?
- Amazon API Gateway
- Amazon SQS
- Amazon SNS
- Amazon Kinesis
- AWS Step Functions
- Hands-on Lab: Build a serverless architecture
Module 12: Edge Services
- Edge fundamentals
- Amazon Route 53
- Amazon CloudFront
- DDoS protection
- AWS Outposts
- Hands-On Lab: Configure an Amazon CloudFront distribution with an Amazon S3 origin
Module 13: Backup and Recovery
- Disaster planning
- AWS Backup
- Recovery strategies
- Hands-on Lab: Build an AWS multi-tier architecture
Module 14: Single to Multiple Accounts
- Multi-account strategies
- AWS SSO
- AWS Control Tower
Module 15: Hybrid Connectivity
- AWS Client VPN
- AWS Site-to-Site VPN
- AWS Direct Connect
- Amazon Route 53 Resolver
- Hands-on Lab: Securing Amazon S3 VPC endpoint communications
Module 16: Securing Data
- AWS KMS
- AWS CloudHSM
- AWS Secrets Manager
Module 17: Connecting Networks
- AWS Transit Gateway
- AWS Resource Access Manager
- AWS PrivateLink
- Hands-On Lab: Configuring AWS transit gateways
Module 18: High Availability and DDoS
- AWS WAF
- AWS Shield Advanced
- AWS Firewall Manager
Module 19: Migrating Workloads
- Migration process
- Migration tools
- Migrating databases
- Hands-on Lab: Migrating an on-premises NFS share using DataSync and Storage Gateway
Module 20: Optimizing Cost
- Cloud cost management
- Cost management tools
- Cost optimization
Amazon SageMaker Studio for Data Scientists Course Prerequisites:
We recommend that attendees of this course have:
- Not attended the Architecting on AWS course
- Familiarity with AWS cloud computing, which can be learned in AWS Cloud Practitioner Essentials or AWS Technical Essentials.
- Familiarity with TCP/IP networking concepts such as VPNs, routing, subnets/gateways, segments, and user permissions
- Familiarity with and knowledge of multi-tier architectures and distributed systems
Q: What is the Architecting on AWS – Accelerator training?
A: The Architecting on AWS – Accelerator training is an intensive program designed to provide architects and solution designers with advanced knowledge and skills in architecting applications on the Amazon Web Services (AWS) platform. The training focuses on advanced architectural principles, best practices, and hands-on exercises to help participants design highly available, scalable, and secure solutions on AWS.
Q: Who should consider taking the Architecting on AWS – Accelerator training?
A: This training is ideal for experienced solution architects, system administrators, and developers who are involved in designing and implementing AWS-based applications. It is suitable for individuals who want to deepen their understanding of AWS architectural concepts, learn advanced techniques, and enhance their ability to design resilient and scalable solutions.
Q: What topics are covered in the Architecting on AWS – Accelerator training?
A: The training covers a wide range of advanced topics, including advanced architectural patterns, high availability and fault tolerance, scalability and elasticity, cost optimization, security and compliance, data storage and management, serverless architecture, and hybrid architectures. It also explores best practices and considerations for designing architectures that align with business requirements.
Q: Are there any prerequisites for taking the Architecting on AWS – Accelerator training?
A: Yes, there are prerequisites for this training. Participants should have completed the Architecting on AWS training or have equivalent experience. It is also recommended to have a strong understanding of core AWS services, AWS Well-Architected Framework, and familiarity with architectural diagrams and design principles.
Q: How can I prepare for the Architecting on AWS – Accelerator training?
A: To prepare for the training, it is recommended to have a solid understanding of AWS services and the AWS Well-Architected Framework. Familiarize yourself with architectural patterns, best practices, and design principles. Review the AWS documentation, whitepapers, and relevant AWS blogs to deepen your knowledge of AWS architectural concepts.
Q: Is the Architecting on AWS – Accelerator training available online?
A: Yes, we offer online training options for the Architecting on AWS – Accelerator course.
Q: How can the Architecting on AWS – Accelerator training benefit my career?
A: The Architecting on AWS – Accelerator training can enhance your career by deepening your architectural knowledge and skills on the
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