AWS Amazon Bedrock & Generative AI – Beginner to Advanced

سرفصل های دوره

Build Chatbot, Image Generation and Text Summarization Apps using Bedrock and Langchain. No prior AI/ML/Coding exp. req.

1. Introduction

1. Course Introduction

2.1 Amazon Bedrock and AWS Generative AI - Beginner to Advanced_v1.0_24122023.pdf

2. Must Watch - Tips to Optimize Learning & Download Course Content Slides

2. Evolution of Generative AI

1. Section Overview - Evolution of Generative AI

2. Artificial Intelligence - Overview

3. Machine Learning - Supervised, Unsupervised and Reinforced Learning

4. Deep Learning and Neural Networks

3. Generative AI & Foundation Models Concepts

1. Section Overview - Generative AI & Foundation Models Concepts

2. What is Generative AI and Use Cases

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

4. How Generative AI works - Basic Concepts and Terminology - 2

5. Service Offerings in Generative AI from AWS

4. Amazon Bedrock Deep Dive

1. Section Overview - Amazon Bedrock

2. Amazon Bedrock - Introduction

3. Bedrock - Console Walkthrough - 1

4. Bedrock - Console Walkthrough -2

5. Amazon Bedrock - Architecture

6. Amazon Bedrock - Infererence Parameters - Temperature

7. Amazon Bedrock - Infererence Parameters - 2

8. Bedrock - Pricing

5. Enterprise Use Case 1 Media and Entertainment Industry

1. Section Introduction- Use Case for Media and Entertainment Industry

2.1 pythoncode_lambda_boto3versioncheck.zip

2. Use Case Pre-Requisites - Model Access and Lambda Boto3 Version Upgrade

3. Use Case Description - Media and Entertainment Industry

4. Use Case Architecture - Amazon Bedrock (Stability AI), Lambda and S3

5.1 pythoncode_lambda_movieposterdesignfunction.zip

5. Creation of S3 Bucket and Lambda Function

6. AWS Lambda and Bedrock Integration - 1

7. AWS Lambda and Bedrock Integration - 2

8. AWS Lambda and S3 Pre Signed URL

9. AWS API Gateway and Lambda Integration

10. End to End Demo

6. Enterprise Use Case 2 Text Summarization - API Gateway, Lambda and Bedrock

1. Section Introduction Use Case 2 - Text Summarization

2. Text Summarization - Use Case Description and Architecture

3.1 pythoncode_lambda_demomanufacturing.zip

3. Creation of AWS Lambda function and Boto3 upgrade

4. Writing the AWS Lambda function to connect to Bedrock Service - 1

5. Writing the AWS Lambda function to connect to Bedrock Service - 2

6. Create REST API using AWS API Gateway and Lambda Integration

7. End to End Demo

7. Phase 1 of GenAI Project - Use Case Identification

1. Section Overview - GenAI Project Lifecycle and Use Case Identification

2. Overview of GenAI Project Lifecycle

3. GenAI - Use Case Identification Approach

8. Phase 2 of GenAI Project - Foundation Model Selection

1. Section Overview - Foundation Model Selection for your Use Case

2. Foundation Model Selection Criteria - Theory - Part 1

3. Foundation Model Selection Criteria - Theory - Part 2

4. Foundation Model Selection Criteria - HandsOn

9. Phase 3 of GenAI Project - Prompt Engineering

1. Section Overview - Prompt Engineering

2. Prompt Engineering - 1

3. Prompt Engineering - 2

4. Prompt Engineering Techinques

5. Steps to engineer a good prompt

10. Phase 3 of GenAI Project - Fine Tuning of Foundation Model

1. Section Overview - Fine Tuning of Foundation Model

2. Fine Tuning of Foundation Model - Overview

3. Fine Tuning of Foundation Model - Architecture

4. Amazon Bedrock - Data Privacy Challenges

5.1 manufacturingusecase_finetuningdata.zip

5. Fine Tuning of Foundation Models - Hands On

11. Use Case 3-Code Generation with AWS CodeWhisperer (From my AWS CDK Udemy Course)

1. Amazon CodeWhisperer - Introduction

2. Amazon CodeWhisperer - Installation

3. Amazon CodeWhisperer - Create S3 bucket

4. Amazon CodeWhisperer - Create VPC and RDS

12. Python Basics Refresher

1.1 python_refresher.zip

1. Basic Python Programming Refresher - Part 1

2. Basic Python Programming Refresher - Par 2

13. AWS Lambda Function Refresher

1. AWS Lambda - Overview

2. AWS Lambda - Invocation

3. Boto3 Introduction

14. AWS API Gateway Refresher

1. AWS API Gateway Refresher

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تولید کننده: Udemy