Category: SAP-Leonardo
Level: Beginner
In today’s rapidly evolving digital landscape, integrating machine learning (ML) into enterprise processes is not just an advantage—it’s a necessity. SAP Leonardo, SAP’s digital innovation system, plays a pivotal role in enabling organizations to harness the power of machine learning in a scalable and enterprise-ready manner. This guide is designed to introduce beginners to the fundamentals of machine learning with SAP Leonardo, including its architecture, capabilities, and how it enhances business operations.
SAP Leonardo is a comprehensive digital innovation system from SAP that brings together cutting-edge technologies such as:
It is deeply integrated with the SAP Business Technology Platform (SAP BTP), making it easier to embed intelligent technologies into business applications.
When it comes to machine learning, SAP Leonardo enables businesses to build, train, and deploy ML models within the SAP ecosystem—automating decision-making processes and improving efficiency.
SAP Leonardo offers pre-trained ML models and services tailored to business functions such as:
Benefits include:
SAP AI Core and SAP AI Launchpad
These are the foundation for managing the lifecycle of AI/ML models within SAP. They provide tools for:
SAP Intelligent Scenario Lifecycle Management (ISLM)
ISLM simplifies the operationalization of ML scenarios within SAP S/4HANA, allowing business users to consume models without deep technical expertise.
Pretrained ML Services
SAP offers a range of out-of-the-box ML services through SAP BTP, such as:
SAP Data Intelligence
A data orchestration tool that helps prepare and manage the data needed to train and retrain ML models.
Here’s a step-by-step guide for beginners:
Identify areas in your organization where automation or prediction could add value. Common starting points include finance, procurement, and customer service.
Review the ML services available in SAP BTP. Many are ready-to-use with minimal configuration.
Set up and manage your ML experiments, models, and deployments using the intuitive interface of the AI Launchpad.
Use ISLM or SAP S/4HANA embedded AI to connect ML outputs with core business processes.
Track model performance and accuracy. Use SAP Data Intelligence to manage data pipelines for model retraining as needed.
Imagine a finance department receiving hundreds of invoices daily. Using SAP Leonardo's machine learning, the system can:
This drastically reduces manual effort and accelerates the payment process.
SAP Leonardo makes machine learning accessible for enterprises by combining powerful ML capabilities with SAP’s robust enterprise systems. For beginners, starting with predefined services and simple use cases is a practical way to demonstrate value and build internal expertise.
As you grow in confidence and understanding, SAP Leonardo provides the tools to develop and deploy more customized and complex ML solutions—turning your business into a truly intelligent enterprise.
Further Resources: