Become an AWS Certified Data Engineer

سرفصل های دوره

Learn how to become an AWS Certified Data Engineer -Associate with hands-on learning.

1. Introduction

1. Introduction

2. Course Structure and Agenda

3. Important Note.html

4. Day-to-Day Activities of an AWS Data Engineer

5. Note Taking.html

6.1 2a.The-Value-of-AWS-Certified-Data-Engineer.pdf

6. The Value of AWS Certified Data Engineer

7. What is Data Analytics and Data Analysis Solutions

8. How to Create S3 Bucket with Amazon Q and New AWS Management Console

9. Challenges of Data Analytics

2. Data Ingestion and Transformation (34% of scored content)

1.1 3a.Throughput-and-Latency.pdf

1. Throughput VS Latency

2.1 3b.Replayability-and-Stateful-vs-Stateless-Transactions.pdf

2. Replayability, Stateful Vs Stateless Transactions

3. ETL Process

4.1 31a.AWS-Step-Functions-Use-Cases.pdf

4. AWS Step Functions Use Cases Architectures

5. Exercise AWS Step Functions.html

6. AWS Step Functions Workshop

7. AWS Athena

8. What is Kubernetes

9. How to Create Kubernetes Cluster

10. Cloud VS Distributed Computing.html

11. Common Data Transformation Issues and Debugging.html

12. Understanding DevOps

13. Continuous Integration Continuous Delivery

14. CICD Difference

15. What is Fan-in Fan-out in Stream Data Distribution.html

16. Understanding Even Driven Architecture.html

17. How to configure AWS services for data pipelines.html

3. Cloud Data Migration

1. Cloud Migration Benefits

2. Cloud Migration Strategies

3. Cloud Migration Process

4. AWS Migration Hub

5. Discovering your network infrastructure

6. Migrating your network infrastructure

7. Amazon EC2 recommendations

8. Migration acceleration program

9. AWS managed services

10. AWS Cloud data migration services

11. Online and offline data migration

12. Server migration service

13. How database migration service works

14. Database migration use cases

15. AWS Schema conversion tool

16. Sample database migration to AWS

17. Database migration best practices

4. Domain 2 Data Store Management (26% of scored content)

1. Data Volume

2. Types of Data

3. AWS S3 Storage Explained

4. How to Create Amazon S3 Bucket

5. Create S3 Bucket and Cross Region Replication

6. Introduction to Data Lakes Architecture

7. AWS Data Lake In-Depth

8. AWS Glue - AWS Athena

9. Data Storage Methods

10. Data Warehouses

11. Amazon RDS

12. Amazon DynamoDB

13. AWS DynamoDB Hands-on Lab

14. Amazon SageMaker

5. AWS Sage Maker and Machine Learning

1. The AWS Machine Learning Service

2. First steps in building a ML Model

3. Understanding AWS Datasources

4. ML Training Models

5. Importance of Feature Transformation

6. Evaluating Models

7. Preparing data for Machine Learning

8. Creating a datasource and model in AWS

9. Serverless ML Inference with AWS Lambda

10. What is SageMaker Revisited

11. Setting up AWS to use SageMaker

12. Machine Learning in SageMaker

13. Intro to Linear Learner

14. Preparing data for Linear Learner algorithm

15. Training data using Linear Learner

16. Creating a hyperparameter tuning job

6. Domain 3 Data Operations and Support (22% of scored content) Velocity Data

1. Batch Data Processing

2. Batch Processing Architecture

3. Velocity of Data Challenges

4. Stream Data Processing

7. AWS EC2 Deep Dive

1. EC2 Basic Infrastructure

2. Viewing your service limits

3. Instance lifecycle

4. Instance Types

5. Launching your first instance

6. Working with launch templates

7. Launching an instance from an existing instance

8. Instance states

9. Connecting to a Windows Instance

10. Connecting to a Linux Instance

11. Configuring your instance

12. Creating and sharing AMIs

13. Copying AMIs

14. Working with AMIs

15. Monitoring an EC2 Instance

16. EC2 Monitoring Lab

17. Using CloudTrail to Audit Users

8. Data Structure and Types

1. Data Variety Problem Source Data Storage

2. Structured Data Stores

3. Introduction to semi-structured and unstructured data stores

4. AWS RDS

9. Veracity Cleansing and Data Transformation

1. Data Veracity

2. Common Data Issues

3. Database Consistency

4. AWS ElasticCache

5. AWS AppStream

6. AWS GuardDuty

10. Reporting and Business Intelligence

1. Value in Data Analysis Solution

2. Types of Analytics

3. Visualizing Data.html

4. Creating Your First Visual With AWS QuickSight

5. AWS UI Hub

6. Uploading Data Set to S3

7. Creating Database and Tables

8. Making Connection AWS Athena to AWS QuickSight

9. AWS Sample Dataset

10. Upgrading AWS QuickSight to Enterprise and VPC

11. Importing CSV Data

12. AWS RDS Connection to AWS QuickSight

11. Domain 4 Data Security and Governance (18% of scored content)

1. Principle of Least Privilege as it applies to AWS Security.html

2. AWS Virtual Private Cloud (VPC) Introduction

3. Understanding Amazon VPC and Subnets

4. How to Create AWS VPC Hands-on Lab

5. VPC Security Networking Components

6. VPC Security

7. Difference Between Managed Services and Unmanaged Services.html

8. What is AWS IAM

9. IAM Roles and Policies

10. IAM Users and Groups

11. IAM Federated Users and Best Practices

12. IAM Design Principles

13. CloudWatch

14. CloudTrail

12. Conclusion

1.1 45.Key-Takeaways.pdf

1. Key Takeaways

13. Practice Exam Questions

1. AWS Certified Data Engineer - Associate Exam.html

14. Practice Exam #2

1. Practice Test #2 AWS Certified Data Engineer - Associate Exam.html

15. Resources

1.1 AWS-Certified-Data-Engineer-Associate Exam-Guide.pdf

1. AWS Certified Data Engineer Exam Guide.html

2.1 Resources.zip

2.2 WDI csv.zip

2. Download Resources.html

16. Additional Key Topics and Readings

1. Amazon EventBridge.html

2. Amazon Macie

3.1 glue-dg.pdf

3. How to Determine DPU Capacity.html

4. Amazon SQS

5.1 emr-release.pdf

5. Apache Hive on AWS.html

6.1 lake-formation-dg.pdf

6. Data filters in Lake Formation.html

7.1 redshift-dg.pdf

7. What is a Data Share Amazon RedShift Data Share.html

8.1 secretsmanager-userguide.pdf

8. How to Rotate AWS Secrets Manager secrets.html

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تولید کننده: Udemy