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دسته بندی دوره ها

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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    تاریخ انتشار: ۲ اسفند ۱۴۰۲
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