
Learn how rag combines retrieval and generation to deliver accurate, detailed answers, supported by vectorization and semantic search.
Explains how data lake objects store raw data from multiple channels as a backup for processing into data model objects that yield a 360-degree customer view.
Discover how Salesforce Data Cloud uses search index configuration and a retriever to enable fast, semantic search through chunked data, vector embeddings, and four objects.
Train a personalized agent by feeding your company data, so it answers customer queries using your files stored in Amazon S3 and the Salesforce data lake.
Create a brand new Yahoo email to set up a Salesforce Trailhead account, verify via WhatsApp, and prepare an org with Einstein and data cloud using the Trailhead link.
Create your Salesforce org for this project, with data cloud and Einstein features preconfigured, by using the provided org link and following sign up, verification, and password setup steps.
Enable Einstein setup and create a connected app to obtain the consumer key and secret. Then configure OAuth username-password flow to connect Amazon to Salesforce with essential scopes.
Create and sign up for an amazon s3 account to store files, then build a pipeline from s3 to salesforce data cloud so uploaded files trigger notifications in salesforce.
Outline the steps to set up AWS resources for sending S3 file notifications to Data Cloud, including a key pair, configuration file, shell script, and the AWS Lambda function.
Update the input parameters and shell script to configure Salesforce credentials and AWS settings, then deploy the Lambda function and enable S3 notifications to Salesforce Data Cloud.
Upload aws lambda zip and pem file to cloud shell, configure the lambda path and execution role, and update the input parameters and consumer key in s3 configuration for deployment.
Learn to create a data lake object from unstructured data in Amazon S3, configure a data cloud connector, and load files into Salesforce Data Cloud for intelligent agents.
Test data lake integration by uploading balance sheets to S3, validating CloudWatch logs, and configuring the data cloud instance URL to enable data lake updates for use by the agent.
Upload balance sheets to Amazon S3, expose them in data lake and data model objects, and configure a search index to create a retriever, chunk, and index for semantic search.
Create a search index and retriever for balance sheet data stored in a data lake on Amazon S3, and learn to handle ready status and retriever integration with prompt templates.
Learn to test a prompt template in Salesforce Agentforce with prompt builder, flex type, free text sources, and a retriever to summarize balance sheet documents.
Transform Your Data with AI: Build Smart Agents with Amazon S3 & Data Cloud
Unlock the Future of Automation and Data Management!
Are you ready to take your business to the next level with cutting-edge AI technology? Dive into our comprehensive course, where you’ll learn how to:
Create Powerful AI Agents
Develop intelligent agents that can process and act on unstructured data, transforming chaos into clarity.
Harness the Power of Amazon S3
Master the process of feeding unstructured data from Amazon S3 to your AI agent, unlocking new possibilities for scalability and efficiency.
Leverage Data Cloud for Seamless Integration
Discover how to utilize Data Cloud to manage notifications and streamline your workflows with ease.
What You'll Learn
Step-by-step guidance to create a fully functional AI agent.
Best practices for managing unstructured data in real-world scenarios.
How to connect and integrate Amazon S3 with Data Cloud for optimized data flow.
Techniques to automate file notifications and ensure seamless operations.
Who Is This Course For?
Business leaders looking to revolutionize their data management.
Developers and tech enthusiasts eager to explore AI and cloud integrations.
Professionals aiming to enhance their skill set with advanced AI and data tools.
Why Join This Course?
Practical, hands-on lessons with real-world applications.
Expert insights to demystify AI and cloud technologies.
Lifetime access to resources, templates, and tools to support your journey.
Take the Leap Today!
Don’t let unstructured data slow you down. Empower your business with AI-driven solutions and stay ahead of the competition.
Enroll Now and start building your AI agent today!