Category: SAP-Leonardo
Level: Advanced
Artificial Intelligence (AI) is revolutionizing enterprise operations by enabling smarter automation, predictive insights, and enhanced decision-making. SAP Leonardo stands at the forefront of this transformation by providing a comprehensive innovation system that integrates AI, machine learning (ML), IoT, blockchain, and analytics on the SAP Business Technology Platform (SAP BTP). While SAP Leonardo offers pre-built AI services for common business scenarios, many organizations require custom AI solutions tailored to unique processes and challenges.
This article explores how to create custom AI solutions using SAP Leonardo’s frameworks, empowering SAP professionals and developers to build, deploy, and manage AI applications that address specific business needs.
Pre-trained AI services are great for accelerating adoption, but custom AI solutions enable:
SAP Leonardo’s flexible AI and machine learning frameworks provide the necessary tools and infrastructure to support these goals.
SAP AI Core is the foundational runtime environment designed to orchestrate the end-to-end lifecycle of AI workflows. Key features include:
AI Core enables reproducible, scalable, and enterprise-grade AI deployments.
The SAP AI Launchpad serves as the centralized management platform for AI projects. It allows:
This facilitates smooth operational management of custom AI solutions.
Data is the backbone of AI. SAP Data Intelligence offers:
This ensures high-quality data feeds into AI workflows, boosting model accuracy.
Clearly define the problem you want to solve with AI, and establish measurable goals.
Use SAP Data Intelligence to collect, cleanse, and prepare datasets tailored for model training.
Leverage AI Core to build and train models using your preferred ML framework. Experiment with different algorithms to find the best fit.
Register and manage models in SAP AI Launchpad. Deploy models into production with built-in scalability and monitoring.
Connect your AI models with SAP applications (like SAP S/4HANA) or custom apps through APIs or SAP BTP services.
Continuously track model performance and retrain as needed using automated workflows.
A retail company wants a demand forecasting AI tailored to its unique seasonal patterns and promotional strategies:
Creating custom AI solutions with SAP Leonardo’s frameworks enables organizations to unlock tailored intelligence that drives strategic advantage. By leveraging SAP AI Core, AI Launchpad, and Data Intelligence, enterprises can build robust, scalable, and secure AI applications aligned perfectly with their unique business needs.
Whether you are a data scientist, developer, or SAP consultant, mastering these frameworks is key to innovating beyond standard AI services and building the intelligent enterprise of the future.
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