AWS Certified AI Practitioner AIF-C01 [Beginner to Advanced]

سرفصل های دوره

1. Introduction

1. Course Outline

2.1 AWS Certified AI Practitioner AIF-C01 v1.0 06 Aug2024.pdf

2. Tips to Optimize Learning & Download Course Content Slides

2. Fundamentals Concepts of Artificial Intelligence and Machine Learning

1. Section Overview - Fundamentals of AI-ML

2. Artificial Intelligence - Overview

3. Machine Learning - Overview and Use Cases

4. Deep Learning and Neural Networks

5. Overview of Artificial Intelligence Landscape - Mental Map

6. Computer Vision and Convolutional Neural Network

7. Computer Vision - Capabilities and Use Cases

8. AWS AI Service (Computer Vision) - Amazon Rekognition (HandsOn)

9. Natural Language Processing - Overview and Use Cases

10. AWS AI Service (Natural Language Processing) - Amazon Lex (HandsOn)

11. Knowledge Check - 1.html

3. Fundamentals of Generative AI

1. Section Overview

2. What is Generative AI

3. How Generative AI works 1 - Prompt, Completion and Infererences

4. How Generative AI works 2 - Tokens, Parameters, Temperature, Open Source Models

5. Generative AI Use Cases

6. Foundation Model Types - LLMs, Multimodal, Diffusion Models

7. Foundation Model - Inference Parameters

8. Vectors, Embeddings and Vector DB

9. Vectors, Embeddings and Vector DB (HandsOn)

10. Retrieval Augumented Generation (RAG) - Overview

11. Retrieval Augumented Generation (HandsOn)

12. Knowledge Check - 2.html

4. AWS Generative AI Services

1. AWS Generative AI Services

2. AWS GenAI Service - Amazon Q Business

3. AWS GenAI Service - Amazon Q Business(HandsOn)

4. AWS GenAI Service - Amazon Q Developer

5. AWS GenAI Service - Amazon Q Developer (HandsOn)

6. AWS GenAI Service - Amazon Bedrock Overview

7. AWS GenAI Service - Amazon Bedrock (HandsOn)

8. AWS GenAI Service - PartyRock (HandsOn)

9. AWS GenAI Service - Sagemaker Jumpstart

10. AWS GenAI Service - Tranium and Inferentia

11. AWS GenAI Service - Tranium and Inferentia (HandsOn)

12. Knowledge Check -3.html

5. Application of Generative AI

1. Section Overview

2. Advanced Concepts - Bedrock Knowledge Bases

3. Advanced Concepts - Bedrock Knowledge Bases (HandsOn)

4. Advanced Concepts - Bedrock Agents (HandsOn)

5. Advanced Concepts - Bedrock Agents - Architecture

6. Advanced Concepts - Bedrock Guardrails

7. Knowledge Check - 3.html

6. GenAI Lifecycle - Prompt Engineering, Foundation Model Selection, Fine Tuning

1. Generative AI Lifecycle

2. Phase 1 - Use Case Selection

3. Phase 2 - Foundation Model Selection

4. Phase 2 - Foundation Model Evaluation Criteria - HandsOn

5. Phase 3 - Prompt Engineering - Part 1

6. Phase 3 - Prompt Engineering - Part 2

7. Phase 3 - Model Fine Tuning

8. Phase 3 - Model Fine Tuning HandsOn

7. Responsible AI and Security

1. What is Responsible AI & Guiding principles

2. Bedrock Foundation Model Evaluator

3. Bedrock Guardrails

4. Amazon Sagemaker Clarify

5. Amazon Model Monitor

8. AWS AI-ML Services

1. Section Overview - AWS AI-ML Services

2. AWS AI Service - Amazon Polly

3. AWS AI Service - Amazon Translate

4. AWS AI Service - Amazon Transcribe

5. AWS AI Service - Amazon Comprehend

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تولید کننده: Udemy