AWS Certified AI Practitioner - AIF-C01 - Study notes

This page will serve as a study guide for the AWS AI Practitioner exam.

Table of content

Cloud computing and AI - Overview

1. Introduction to AI
2. Introduction to Cloud Computering
3. Setting up an AWS account
4. AWS Console - Quick guide
5. Setting up budgets
6. What is GenAI?
7. GenAI concepts

Prompt Engineering

1. What is prompt engineering?
2. Prompt performance opermization
3. Prompt engineering Techniques

Amazon Bedrock

1. Overview
2. AWS Bedroom overview (hands on)
3. Amazon Bedrock - Foundation Models (FM)
4. Amazon Bedrock - Fine tuning (FM)
5. Amazon Bedrock - The different Foundation Models
6. Amazon Bedrock - Retrieval-Augmented Generation (RAG)
7. Amazon Bedrock - Guardrails
8. Amazon Bedrock - Agents
9. Amazon Bedrock - CloudWatch
10. Amazon Bedrock - Pricing overview
11. Amazon Bedrock - AI Stylist

AWS SageMaker

1. AWS SageMake - Intro
2. AWS SageMake - Data Tools
3. AWS SageMake - Models & Humans
4. AWS SageMake - Governance
5. AWS SageMake - Consoles

Bedrock vs SageMaker

1. What are the differences?

Amazon Q

1. Overview
2. Amazon Q - Business
3. Amazon Q - Apps
4. Amazon Q - Developer
5. Amazon Q - AWS Services
6. Amazon Q - PartyRock

AI And Machine Learning

1. Overview
2. AI & ML - Common exam terms
3. AI & ML - Training data
4. AI & ML - Supervised learning
5. AI & ML - Unsupervised learning
6. AI & ML - Reinforced learning
7. AI & ML - Reinforced learning with human feedback
8. AI & ML - Model evaluation/Metrics
9. AI & ML - Model fit, varients and bias
10. AI & ML - Inferencing
11. AI & ML - When not to use ML
12. Hyperparatmeters

AWS Managed AI Services

1. When to use an AI Managed service 2.Amazon Comprehend 3.Amazon Translate
2. Amazon Transcribe
3. Amazon Polly
4. Amazon Rekognition
5. Amazon Forecast
6. Amazon Lex
7. Amazon Personalise
8. Amazon Textract
9. Amazon Kendra
10. Amazon Mechanical Trunk
11. Amazon Augemented AI
12. Amazon DeepRacer
13. Amazon Comprehend Medical & Transcribe
14. Amazon Hardware for AI

Challenges of AI

AWS Security Services - IAM

Exam - Sample questions

AWS AI - Solution Architect examples & walkthroughs