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Introduction

Introduction to the AWS AI Practitioner Certificate AIF-C01 Domains and Exam Guide

AWS Fundamentals

Introduction to Cloud Computing

Setting Up Your AWS Account

Global Infrastructure, AZs, and Regions

Overview of Core Services

AWS Management Console, CLI, and SDKs

Summary and Quiz

AWS Core Services

Introduction to AWS Core Services Amazon EC2 S3 Bucket S3 Object Storage Classes AWS Lambda Virtual Private Cloud (VPC)Container Services Summary and Quiz

Cloud Lab - 2h 30m

Understanding AWS Compute Services — From Zero to Hero

Cloud Lab - 1 hour

Working with AWS S3 Cross-Region Replication

Cloud Lab - 3h 0m

Getting Started with Virtual Private Cloud (VPC) in AWS

Fundamentals of AI and ML

Overview of AI and ML What Are Neural Networks?Understanding Core AI Terminologies Types of Data in AI Models Machine Learning Techniques Overview of Machine Learning Pipeline Machine Learning Algorithms Model Performance Metrics Understanding Bias, Variance, and Fairness in Machine Learning When to Choose AI/ML Summary and Quiz

AWS Pre-Build Machine Learning Models

Introduction to AWS Pre-Build Machine Learning Models Amazon Augmented AI (Amazon A2I)Amazon Comprehend Amazon Kendra Amazon Lex Amazon Transcribe and Polly Amazon Rekognition Amazon Textract Amazon Translate Amazon Q Summary and Quiz

Cloud Lab - 3h 0m

Understanding Machine Learning Services on AWS—From Zero to Hero

Cloud Lab - 1 hour

Accelerate Code Development Using Amazon Q

Amazon SageMaker

Introduction to Amazon Sagemaker Amazon SageMaker Data Wrangler Amazon SageMaker Feature Store Amazon SageMaker Model Monitor Amazon SageMaker JumpStart Amazon SageMaker Clarify Amazon SageMaker Model Cards Summary and Quiz

Cloud Lab - 1h 30m

Deploying a Machine Learning Model with Amazon SageMaker

Cloud Lab - 2h 0m

Performing Automatic Hyperparameter Tuning in SageMaker

Fundamentals of Generative AI

Introduction to GenAI Prompt Engineering Effective Prompting Advantages, Disadvantages, and Limitations of GenAI Do I Need GenAI in My Application?GenAI Use Cases Summary and Quiz

Amazon Bedrock

Introduction to Bedrock Features of Amazon Bedrock Why Use GenAI in the Cloud?Foundational Models Fine-Tuning a FM Methods to Evaluate Foundation Model Performance RAG Summary and Quiz

Cloud Lab - 1h 30m

Code Development Using Amazon Bedrock

Cloud Lab - 1h 30m

Using Amazon Bedrock for Content Moderation

Cloud Lab - 1h 30m

Retrieval-Augmented Generation (RAG) with Amazon Bedrock

Cloud Lab - 2h 0m

Building a RAG Chatbot Using LangChain and Amazon Bedrock

Cloud Lab - 3h 0m

Building Generative AI Workflows with Amazon Bedrock

AWS Security Services

Introduction to AWS Security Services What Is IAM?IAM Policies IAM Identities AWS Audit Manager and Artifact Amazon Inspector AWS Key Management Service (AWS KMS)Amazon Macie AWS Secrets Manager Summary and Quiz

Cloud Lab - 1h 30m

Securing AWS Resources: Managing Access with IAM

Cloud Lab - 2h 0m

Encrypting S3 Buckets and EBS Volumes Using KMS

Cloud Lab - 1h 30m

Finding Vulnerabilities on EC2 Instances Using AWS Inspector

AWS Analytics Services

Introduction to AWS Analytics Services AWS EMR Amazon Redshift AWS Glue Amazon QuickSight Amazon OpenSearch Data Exchange Summary and Quiz

Cloud Lab - 1h 30m

Getting Started with Amazon EMR

Cloud Lab - 1 hour

Getting Started with Amazon Redshift

Cloud Lab - 1h 30m

Automating Data Processing with AWS Glue DataBrew

AWS Databases

Introduction to AWS Database Services Amazon Relational Database Service (RDS)Amazon DynamoDB Amazon MemoryDB for Redis Amazon Neptune Other Databases Summary and Quiz

Cloud Lab - 2h 0m

Understanding AWS Database Options—From Zero to Hero

Cloud Lab - 2h 0m

Achieving Ultra-Fast Performance Using Amazon MemoryDB for Redis

AWS Management and Governance

Introduction to AWS Management and Governance AWS Well-Architected Tool, Trusted Advisor, and Support Plan Compliance Standards and Governance Protocols Data Governance Amazon CloudFront Amazon CloudWatch AWS CloudTrail AWS Config Summary and Quiz

Cloud Lab - 1h 30m

Analyzing S3 Data and CloudTrail Logs Using Amazon Athena

Cloud Lab - 1h 30m

Getting to Know Amazon CloudWatch

Cloud Lab - 1h 30m

Getting Started with AWS Config

AWS Billing and Cost Management

Introduction to AWS Billing and Cost Management Services AWS Cost Explorer and Cost Anomaly Detection AWS Budgets Summary and Quiz

Wrapping Up

Course Assessment

Practice Exam I - AWS Certified AI Practitioner

Practice Exam I Solution

Fundamentals of AI and ML I Fundamentals of AI and ML—II Fundamentals of AI and ML III Fundamentals of Generative AI I Fundamentals of Generative AI II Fundamental of Generative AI III Applications of Foundation Models I Applications of Foundation Models II Applications of Foundation Models III Applications of Foundation Models IV Guidelines for Responsible AI I Guidelines for Responsible AI II Security, Compliance, and Governance for AI Solutions I Security, Compliance, and Governance for AI Solutions II

Course Assessment

Practice Exam II - AWS Certified AI Practitioner

Practice Exam II Solution

Fundamentals of AI and ML I Fundamentals of AI and ML II Fundamentals of AI and ML III Fundamentals of Generative AI I Fundamentals of Generative AI II Fundamentals of Generative AI III Applications of Foundation Models I Applications of Foundation Models II Applications of Foundation Models III Applications of Foundation Models IV Guidelines for Responsible AI I Guidelines for Responsible AI II Security, Compliance, and Governance for AI Solutions I Security, Compliance, and Governance for AI Solutions II

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Summary and Quiz

Summary and Quiz

Revise and test your knowledge of AWS fundamentals.

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Summary
Test your knowledge

In this chapter, we explored the fundamental concepts of cloud computing and AWS.

Summary

We started with an introduction to cloud ...