Arich Infotech

AWS AI Practitioner

Duration in Hours : 20

Duration in Days: 10

AWS AI

Course Code: AWSAIP20CS

10 Hours of Theory

10 Hours of Lab

  1. What is Generative AI and its Use Cases
  2. How Generative AI Works – Basic Concepts and Terminology Service Offerings in Generative AI from AWS
  3. Large-Language Foundation Models Tokenizers
  4. Embedding Vectors Transformer Architecture
  5. Types of Transformer-Based Foundation Models Pretraining Datasets
  6. Scaling Laws
  7. Compute-Optimal Models Prompts
  8. Completions Tokens
  9. Prompt Engineering Prompt Structure
  10. In-Context Learning with Few-Shot Inference Prompt-Engineering Best Practices Inference Configuration Parameters Machine Learning on AWS cloud platform Amazon SageMaker  
  1. Introduction to Amazon Bedrock
  2. How does Amazon Bedrock empower generative AI development?
  3. Key benefits of using Amazon Bedrock for building generative applications. Use cases for generative AI across various industries.
  4. Architecture of Amazon Bedrock Scalability of the Bedrock service
  5. Amazon Bedrock – Inference Parameters – Temperature Other Inference Parameters in Bedrock
  6. Amazon Bedrock’s pricing structure
  7. Exploring options for cost optimization and resource management Overview of AWS CodeWhisperer
  8. Benefits of AWS CodeWhisperer Installing AWS CodeWhisperer Integrating S3 with CodeWhisperer      
  1. Use Case Description – Media and Entertainment Industry Use Case Architecture – Amazon Bedrock, Lambda, and S3
  2. Use Case Pre-Requisites – Model Access and Lambda Boto3 Version Upgrade Storing Data in S3 Bucket
  3. Serverless Computing using Lambda
  4. AWS Lambda Integration with Amazon Bedrock Create and maintain APIs using AWS API Gateway AWS API Gateway Integration with Lambda
  1. Use Case Description – Text Summarization Use Case Architecture
  2. Use of Lambda function
  3. AWS SDK for Python (Boto3) upgrade
  4. Connecting Lambda Function with Bedrock Service Use AWS API Gateway for text summarization
  5. Rest API Creation

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