Generative AI for Data Exploration

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prerequisites
Familiarity with generative AI and its applications • Knowledge of AWS services like Amazon Bedrock • Basic programming knowledge for working with APIs
skills learned
Creating and managing OpenSearch collections and indices for optimized data storage • Automating data ingestion pipelines into Amazon Bedrock using Kinesis Firehose • Configuring Amazon Bedrock Knowledge Base for generative AI applications • Setting up and utilizing Amazon Bedrock Agents for live data interaction • Automating infrastructure creation for generative AI solutions using IaC templates
Gianluigi Mucciolo
1 week · 6-8 hours per week · INTERMEDIATE
Included with a Manning Online subscription
catalog / Software Development / Cloud / AWS / AWS serverless systems
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Look inside

In this liveProject, you'll transform Nexstellar Corp's data architecture by building a sophisticated OpenSearch solution powered by Amazon Bedrock. You'll extract embedding features from logs, create a dynamic Knowledge Base, and develop an intelligent agent with robust generative AI guardrails. Your challenge: design a flexible database system that can efficiently store, query, and analyze real-time data while seamlessly integrating with existing infrastructure. By project's end, you'll have the skills to turn complex data streams into actionable insights that drive business innovation!

This project uses Amazon Web Services, which should cost less than 5 USD for the whole project, including cleanup.

This project is designed for learning purposes and is not a complete, production-ready application or solution.

project author

Gianluigi Mucciolo
Gianluigi Mucciolo is a highly skilled computer engineer who specializes in AWS technologies and agile methodologies. As an AWS Authorized Instructor and Cloud Technical Principal, he is dedicated to advancing cloud professionals’ knowledge and participates in community-building initiatives. With a strong background in Artificial Intelligence and Big Data, Gianluigi constantly seeks growth opportunities. A team player, he excels in both collaborative and independent work settings. In his free time, Gianluigi enjoys intellectual discussions, reading, and connecting with nature for inspiration.

prerequisites

This liveProject is for engineers who want to build a Data Lake Lambda architecture with AWS Fully Managed Services. To begin this liveProject, you will need to know:


TOOLS
  • Basics of Amazon Web Services
TECHNIQUES
  • Basics of Infrastructure Automation
  • Basics of Lambda Architecture

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