AWS Amazon Bedrock & Generative AI – Beginner to Advanced

سرفصل های دوره

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

1 - Introduction

1 - Course Introduction

2 - Amazon-Bedrock-and-AWS-Generative-AI-Beginner-to-Advanced-v1.3-16022024.pdf

2 - Amazon-Bedrock-and-AWS-Generative-AI-Beginner-to-Advanced-v1.4-13032024.pdf

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

2 - Optional Section Basics of AI ML Neural Networks Overview for Beginners

3 - Section Overview Evolution of Generative AI

4 - What is Artificial Intelligence

5 - Machine Learning Overview Supervised Unsupervised and Reinforced Learning

6 - Deep Learning and Neural Networks Overview

3 - Generative AI Foundation Models Concepts

7 - Section Overview Generative AI Foundation Models Concepts

8 - What is Generative AI and Use Cases

9 - How Generative AI works 1 Prompt Completion and Infererences

10 - How Generative AI works Basic Concepts and Terminology 2

11 - Service Offerings in Generative AI from AWS

4 - Amazon Bedrock Deep Dive

12 - Section Overview Amazon Bedrock

13 - Amazon Bedrock Introduction

14 - Bedrock Console Walkthrough 1

15 - Bedrock Console Walkthrough 2

16 - Amazon Bedrock Architecture

17 - Amazon Bedrock Infererence Parameters Temperature

18 - Amazon Bedrock Infererence Parameters 2

19 - Bedrock Pricing

5 - Enterprise Use Case 1 HandsOn Media and Entertainment Industry

20 - Section Introduction Use Case for Media and Entertainment Industry

21 - Use Case Description Media and Entertainment Industry

22 - Use Case Architecture Amazon Bedrock Stability AI Lambda and S3

23 - Boto3-Upgrade-Commands.pdf

23 - Use Case PreRequisites Model Access and Lambda Boto3 Version Upgrade

24 - Creation of S3 Bucket and Lambda Function

25 - AWS Lambda and Bedrock Integration 1

25 - pythoncode-lambda-movieposterdesignfunction.zip

26 - AWS Lambda and Bedrock Integration 2

27 - Storing the Image generated by Bedrock in S3 Bucket

28 - Generating a Pre Signed URL for Image in S3 Bucket

29 - AWS API Gateway and Lambda Integration

30 - End to End Demo

6 - Enterprise Use Case 2 HandsOn Text Summarization Bedrock API GW Lambda

31 - Section Introduction Use Case 2 Text Summarization

32 - Text Summarization Use Case Description and Architecture

33 - Creation of AWS Lambda function and Boto3 upgrade

34 - Writing the AWS Lambda function to connect to Bedrock Service 1

34 - pythoncode-lambda-demomanufacturing.zip

35 - Writing the AWS Lambda function to connect to Bedrock Service 2

35 - pythoncode-lambda-demomanufacturing.zip

36 - Create REST API using AWS API Gateway and Lambda Integration

37 - End to End Demo

7 - Use Case 3 HandsOn Building a Chatbot with Llama 2 Langchain and Streamlit

38 - Chatbot Demo of what we will Build and Architecture

39 - Chatbot Environment Setup before coding

40 - Chatbot Backend 1

40 - Chatbot-code.zip

41 - Chatbot Backend 2

42 - Chatbot Frontend

43 - Chatbot End to End Demo

8 - Use Case 4 HandsOn Building HR Q A with Retrieval Augmented Generation

44 - HR Q A with RAG Demo of what we will Build

45 - Optional Lecture Overview of Vectors Embedding Vector DB and Search

46 - HR Q A with RAG Architecture for the Use Case

47 - RAG Environment Setup before coding

47 - RAG-Install.pdf

48 - HR QA with RAG HandsOn Data Load Part 1

48 - data-load-test.zip

48 - rag-backend.zip

49 - HR QA with RAG HandsOn Data Transform Part 2

49 - data-split-test.zip

49 - rag-backend.zip

50 - HR QA with RAG HandsOn Embedding Vector Store Index Part 3

50 - rag-backend.zip

51 - HR QA with RAG HandsOn LLM Creation Context Part 4

51 - rag-backend.zip

52 - HR QA with RAG HandsOn Frontend and Final Demo

52 - rag-frontend.zip

53 - HR QA with RAG End to End Demo

9 - Use Case 5 Serverless ELearning App with Knowledge Base Lambda and API GW

54 - Demo of what we will Build Amazon Bedrock Knowledge Base Lambda API Gateway

55 - What is Bedrock Knowledge Base Concept and Architecture

56 - Creation of Amazon Bedrock Knowledge Base

57 - Retrieve API and RetrieveAndGenerate API for data retrieval Concept

58 - Knowledge Base and AWS Lambda Creation Part 1

59 - Knowledge Base and AWS Lambda Creation Boto3 upgrade Part 2

60 - Knowledge Base and AWS Lambda Creation Part 3

61 - Knowledge Base REST API creation and Lambda Integration

62 - Knowledge Base Clean up To avoid charges

10 - Phase 1 of GenAI Project Use Case Identification

63 - Section Overview GenAI Project Lifecycle and Use Case Identification

64 - Overview of GenAI Project Lifecycle

65 - GenAI Use Case Identification Approach

11 - Phase 2 of GenAI Project Foundation Model Selection

66 - Section Overview Foundation Model Selection for your Use Case

67 - Foundation Model Selection Criteria Theory Part 1

68 - Foundation Model Selection Criteria Theory Part 2

69 - Foundation Model Selection Criteria HandsOn

12 - Phase 3 of GenAI Project Prompt Engineering

70 - Section Overview Prompt Engineering

71 - Prompt Engineering 1

72 - Prompt Engineering 2

73 - Prompt Engineering Techinques

74 - Steps to engineer a good prompt

13 - Phase 3 of GenAI Project Fine Tuning of Foundation Model

75 - Section Overview Fine Tuning of Foundation Model

76 - Fine Tuning of Foundation Model Overview

77 - Fine Tuning of Foundation Model Architecture

78 - Amazon Bedrock Data Privacy Challenges

79 - Fine Tuning of Foundation Models Hands On

79 - manufacturingusecase-finetuningdata.zip

14 - Use Case 6Code Generation with AWS CodeWhisperer From my AWS CDK Udemy Course

80 - Amazon CodeWhisperer Introduction

81 - Amazon CodeWhisperer Installation

82 - Amazon CodeWhisperer Create S3 bucket

83 - Amazon CodeWhisperer Create VPC and RDS

15 - Python Basics Refresher

84 - Basic Python Programming Refresher Part 1

84 - python-refresher.zip

85 - Basic Python Programming Refresher Par 2

16 - AWS Lambda Function Refresher

86 - AWS Lambda Overview

87 - AWS Lambda Invocation

88 - Boto3 Introduction

17 - AWS API Gateway Refresher

89 - AWS API Gateway Refresher

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تولید کننده: Udemy