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Topic>machine-Learning
125 tutorials tagged with Topic>machine-Learning.
Use Free Tier to Create a Service Instance for SAP Document AI
Use the free tier service plan to create a service instance and the associated service key for SAP Document AI using the free tier service plan.
Create Schema for Purchase Order Documents
Create a schema for your purchase order documents to extract information from similar documents using SAP Document AI.
Create Schema for Custom Documents
Create a schema for custom documents (which are not supported out of the box) to extract information from similar documents using SAP Document AI.
Prompt Optimization with Tool Calling and Response Formatting
This tutorial demonstrates how to use Prompt Optimization in SAP AI Core for tool calling scenarios using a BFCL v3 dataset, and pairs it with SAP AI Core's …
Prompt Optimization with Tool Calling
This tutorial demonstrates how to use Prompt Optimization in SAP AI Core for tool calling scenarios using a BFCL v3 dataset. The process loads and normalizes a …
Optimize Prompts for Tool Calling Using a Custom LLM-as-a-Judge Metric in SAP AI Core
Use SAP AI Core Prompt Optimization to automatically rewrite a weak base prompt into a strict tool-calling prompt — this time creating your own custom …
Get OAuth Access Token for SAP Document AI via Web Browser
Retrieve your OAuth access token, which will grant you access to SAP Document AI APIs.
Use Machine Learning to Extract Information from Documents with Swagger UI
Get machine learning model predictions for the documents you upload to SAP Document AI.
Use Machine Learning to Extract Information from Documents with the SAP Document AI Basic UI
Get machine learning model predictions for the documents you upload using the SAP Document AI basic UI.
Use Trial to Extract Information from Custom Documents with Generative AI and SAP Document AI
Learn how to use SAP Document AI with generative AI to automate the extraction of information from custom document types using large language models (LLMs).
Activate the Instant Learning Feature with Swagger UI
Use Swagger UI and the Configuration API to activate the instant learning feature of SAP Document AI, one of the SAP AI Business Services in SAP Business …
Use Trial to Extract Information from Standard Documents with Generative AI and SAP Document AI
Learn how to use SAP Document AI with generative AI to automate the extraction of information from standard documents using large language models (LLMs) and the …
Use Free Tier to Subscribe to SAP Document AI Basic UI
Use the free tier service plan to get access to the SAP Document AI user interface application, using SAP Business Technology Platform (SAP BTP).
Get Access to the SAP Document AI Workspace
Use either the embedded edition plan or the premium edition plan to get access to the SAP Document AI workspace, using an enterprise account in the SAP Business …
Use Trial to Create a Service Instance for SAP Document AI
Create a service instance and the associated service key for SAP Document AI, one of the SAP AI Business Services, using SAP Business Technology Platform (SAP …
Use Trial to Subscribe to the SAP Document AI Basic UI
Get access to the SAP Document AI user interface application, using SAP Business Technology Platform (SAP BTP) Trial.
Prompt LLMs in the generative AI hub in SAP AI Core & Launchpad
Understand the principles of prompt engineering and learn to create effective prompts for AI models like ChatGPT. Prompt engineering is crucial for obtaining …
Batch Consumption
This tutorial demonstrates how to use batch consumption in SAP AI Core to process multiple LLM requests asynchronously. You will submit two batch jobs — one …
Strategic Prediction with SAP RPT-1: A Comprehensive Guide
In this tutorial, you will learn how to use SAP RPT-1 — SAP's Relational Pretrained Transformer — to run regression and classification predictions on structured …
Consumption of GenAI models Using Orchestration - A Beginner's Guide
In this tutorial, we are going to learn the simple consumption of Gen AI models using the Orchestration.
Leveraging Orchestration Capabilities to Enhance Responses
In this tutorial, we will explore optional orchestration capabilities available in the Gen AI Hub, such as Data Masking, translation and Content Filtering.
Orchestration with Grounding Capabilities in SAP AI Core
This tutorial provides a step-by-step guide to setting up document grounding, creating pipelines, and utilizing vector APIs for facility management. In our use …
Leveraging Orchestration(V2) Capabilities to Enhance Responses
In this tutorial, we will explore optional orchestration service V2 capabilities available in the Gen AI Hub, such as Data Masking, translation and Content …
Inference Observability & Feedback Workflow in SAP AI Core
In this tutorial, you will learn how to execute AI inferences and leverage Inference Observability in SAP AI Core to track, analyze, and improve model responses …
Generative AI Custom Evaluation - Quickstart
This tutorial demonstrates how to use SAP AI Core Custom Evaluation to benchmark Large Language Models (LLMs) using **Prompt Registry**. It guides you through …
Custom Evaluation for Generative AI – Comprehensive Guide
This tutorial demonstrates how to use SAP AI Core Custom Evaluation to benchmark Large Language Models (LLMs) using **Orchestration Registry**. It guides you …
GenAI Grounding Evaluations with SAP AI Core
This guide describes how to use SAP AI Core Custom Evaluation to benchmark Large Language Models (LLMs) in a Retrieval-Augmented Generation (RAG) scenario, with …
Prompt optimization
This tutorial demonstrates how to use Prompt Optimization in SAP AI Core to automatically refine prompt templates using labeled datasets and evaluation metrics.
Make Predictions for House Prices with SAP AI Core
Deploy AI models and set up serving pipelines to scale prediction server.
Orchestration(V2) with Grounding Capabilities in SAP AI Core
This tutorial provides a step-by-step guide to setting up document grounding, creating pipelines, and utilizing vector APIs for facility management. In our use …
Consumption of GenAI models Using Orchestration(V2) service - A Beginner's Guide
In this tutorial, we are going to learn the simple consumption of Gen AI models using the Orchestration.
Introduction to SAP Databricks in SAP Business Data Cloud
In this tutorial, you’ll learn how to leverage some of SAP Databricks features within SAP Business Data Cloud. You’ll explore these capabilities using both the …
Leveraging Prompt Registry for Seamless Orchestration
In this tutorial, we will explore the Prompt Registry feature within Generative AI Hub, focusing on how to efficiently manage and utilize prompt templates in …
Generate Metrics and Compare Models in SAP AI Core
Explore different ways of logging metrics during training and compare generated models.
Use Machine Learning to Enrich Employee Data with Swagger UI
Create, update, list and delete enrichment data using the Data API employee entity from SAP Document AI, one of the SAP AI Business Services in SAP Business …
Use Machine Learning to Enrich Business Data with Swagger UI
Create, update, list and delete enrichment data using the Data API business entity from SAP Document AI, one of the SAP AI Business Services in SAP Business …
Create Template for Custom Documents
Create a template for custom documents (which are not supported out of the box) to extract information from similar documents using SAP Document AI.
Create Template for Purchase Order Documents
Create a template for purchase order documents to extract information from similar documents using SAP Document AI.
Use Free Tier to Set Up Account for SAP Document AI and Go to Application
Use the free tier service plan and an SAP BTP booster to automatically create a service instance, and subscribe to the UI application for SAP Document AI.
Use Free Tier to Set Up Account for SAP Document AI and Get Service Key
Use the free tier service plan and an SAP BTP booster to automatically create a service instance, and the associated service key for SAP Document AI.
Multimodal Response Assistant Chatbot Using SAP AI Core
Use Trial to Set Up Account for SAP Document AI and Get Service Key
Get access to the solution's Swagger UI using a booster in SAP Business Technology Platform (SAP BTP) Trial that automatically creates a service instance, and …
Use Trial to Set Up Account for SAP Document AI and Go to Application
Get access to the SAP Document AI basic UI using a booster in SAP Business Technology Platform (SAP BTP) Trial that automatically creates a service instance, …
Using Multimodal inputs with GPT4o for Image Recognition on SAP AI Core
In this tutorial we are going to learn on how to consume GPT4o LLM on AI core deployed on SAP AI core.
Translate a Java Properties File
Translate and review properties files with the SAP Translation Hub file upload scenario.
Set up SAP Translation Hub
Create a subscription, a service instance and the service binding for SAP Translation Hub using the SAP Business Technology Platform cockpit.
Using Custom models on SAP AI Core VIA ollama
In this tutorial we are going to learn on how to deploy a custom LLM on AI core using ollama for the example we would be taking Gemma as a model from hugging …
Set Up the SDK for Data Attribute Recommendation
Create a virtual environment and install the Python SDK (Software Development Kit) for Data Attribute Recommendation.
Consume the SDK for Data Attribute Recommendation using the AI API from SAP AI Core
Use the Python SDK to train machine learning models and run inference requests.
Orchestration with Grounding Capabilities in SAP AI Core (Interview Question Generation Use Case)
This tutorial offers a step-by-step guide on setting up document grounding capabilities, creating pipelines, and leveraging SAP AI Core for tailored use cases. …
Ingest Live Data into your House Price Predictor with SAP AI Core
Build data pipelines and reuse code to train and generate models on different datasets.
Build a House Price Predictor with SAP AI Core
Build portable AI code with Docker and use it with SAP AI Core.
Using small language models on SAP AI Core
In this tutorial we are going to learn on how to deploy a custom LLM on AI core using Ollama for the example we would be taking Gemma as a model from hugging …
AI-driven Process Optimization: Run Machine Learning use cases in SAP Signavio leveraging SAP Build
Extend your process mining event log by applying machine learning algorithms to boost your analysis and derive smarter decisions.
Retrieval Augmented Generation using generative-ai-hub-sdk and HANA vector search
Using HANA vector store to store vector embeddings and using them in Retrieval Augmented Generation.
Machine Learning Primer for the SAP Developer
Build a simple machine learning text classification model to predict "Who said it, Star Wars or Elon Musk?"
Use Pre-Trained Tensorflow Models with a GPU in SAP AI Core
Bring a pre-trained text classifier Tensorflow model to SAP AI Core, and write a workflow which will enable GPU deployment of this model, for movie review …
Set Up Tools to Connect With and Operate SAP AI Core
Use SAP AI Launchpad, Postman or python to connect with SAP AI Core.
Quick Start for Your First AI Project Using SAP AI Core
Learn the fundamentals of SAP AI Core and create your Hello, World! AI scenario.
Setup Azure Data Bucket with AI Core
Set up azure bucket (Azure Blob Storage) with SAP AI Core.
Build a House Price Predictor with SAP AI Core using VS Code Toolkit
Build portable AI code with Vs code Toolkit and use it with SAP AI Core.
Deploy a Movie Recommendation System to AI Core Using Template Generator
Build a portable AI code with Vs code template generator and deploy the same on SAP AI Core.
Use the Regression Model Template to Predict Data Records
Predict product data records using your machine learning model.
Set Up Postman to Call Data Attribute Recommendation APIs
Import Postman environment and collection JSON sample code files to call the Data Attribute Recommendation APIs.
Use Data Attribute Recommendation to Train a Machine Learning Model
Train a machine learning model using the data that you uploaded to your Data Attribute Recommendation service instance.
Use Data Attribute Recommendation to Classify Records, Delete Model and Dataset
Classify data records you uploaded to Data Attribute Recommendation using your machine learning model.
Upload Data to Data Attribute Recommendation
Upload a dataset to your Data Attribute Recommendation service instance to afterwards be able to train your machine learning model.
Use Data Attribute Recommendation With Your Own Dataset
Classify your own data records in Data Attribute Recommendation using a custom dataset schema.
Use Trial to Create a Service Instance for Data Attribute Recommendation
Create a service instance and the associated service key for Data Attribute Recommendation, one of the SAP AI Business Services, using SAP Business Technology …
Use Service Ticket Intelligence and Postman to Classify Service Requests
Train a machine learning model based on historical service requests in order to classify new requests.
Set Up Postman to Call Service Ticket Intelligence APIs
Import Postman environment and collection JSON sample code files to call the Service Ticket Intelligence APIs.
Use Service Ticket Intelligence and Postman to Get Solution Recommendations
Train a machine learning model based on historical service requests in order to get solution recommendations for new requests.
Use Service Ticket Intelligence and Jupyter Notebook to Classify Service Requests
Train a machine learning model based on historical service requests in order to classify new requests.
Set Up Jupyter Notebook for Service Ticket Intelligence
Set up a local JupyterLab instance as well as the Jupyter Notebook for Service Ticket Intelligence.
Use Service Ticket Intelligence and Jupyter Notebook to Get Solution Recommendations
Train a machine learning model based on historical service requests in order to get solution recommendations for new requests.
Use Trial to Create a Service Instance for Business Entity Recognition
Create a service instance and the associated service key for Business Entity Recognition, one of the SAP AI Business Services, using SAP Business Technology …
Get OAuth Access Token for Business Entity Recognition via Web Browser
Retrieve your OAuth access token, which will grant you access to the service APIs.
Detect and Highlight Entities from Unstructured Text with Pre-trained Models
Use the Business Entity Recognition pre-trained models to get machine learning entity predictions for the text you submit to the service.
Use Trial to Set Up Account for Data Attribute Recommendation and Get Service Key
Use a booster in SAP BTP Trial to automatically create a service instance, and the associated service key for Data Attribute Recommendation.
Use Trial to Set Up Account for Data Attribute Recommendation and Download Postman Sample Files
Use a booster in SAP BTP Trial to automatically create a service instance, and download Postman environment and collection JSON sample code files for Data …
Deploy Model and Get Prediction Results
Perform the final steps to train your own Business Entity Recognition custom model to get machine learning entity predictions for the text you submit to the …
Create Dataset and Upload Training Data
Perform the initial steps to train your own Business Entity Recognition custom model to get machine learning entity predictions for the text you submit to the …
Get OAuth Access Token for Data Attribute Recommendation via Web Browser
Retrieve your OAuth access token, which will grant you access to the service APIs.
Use Trial to Set Up Account for Business Entity Recognition and Get Service Key
Use a booster in SAP BTP Trial to automatically create a service instance, and the associated service key for Business Entity Recognition.
Use Free Tier to Create a Service Instance for Personalized Recommendation
Create a service instance and the associated service key for Personalized Recommendation using the free tier service plan.
Get OAuth Access Token for Personalized Recommendation via Web Browser
Retrieve your OAuth access token, which will grant you access to the service APIs.
Use the Invoice Object Recommendation (IOR) Business Blueprint to Train a Machine Learning Model
Train a machine learning model for the Data Attribute Recommendation service, using the Invoice Object Recommendation (IOR) business blueprint.
Use the Invoice Object Recommendation (IOR) Business Blueprint to Predict Financial Objects
Get financial objects recommendations using your machine learning model.
Use an Invoice Object Recommendation (IOR) Dataset Schema to Upload Training Data to Data Attribute Recommendation
Upload a dataset to your Data Attribute Recommendation service instance to afterwards be able to train your machine learning model using the Invoice Object …
Use the Regression Model Template to Train a Machine Learning Model
Train a machine learning model for the Data Attribute Recommendation service, using the regression model template.
Use a Regression Dataset Schema to Upload Training Data to Data Attribute Recommendation
Upload a dataset to your Data Attribute Recommendation service instance to afterwards be able to train your machine learning model using the regression model …
Get Recommendations Based on Users' Browsing History
Use the Personalized Recommendation service to give visitors to your website recommendations based on their browsing history.
Use Free Tier to Set Up Account for Data Attribute Recommendation and Get Service Key
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and the associated service key for Data Attribute …
Use Service Ticket Intelligence and Jupyter Notebook to generate Clusters and Keywords in Service Requests
Train a machine learning model based on historical service requests in order to identify trends or patterns in new requests.
Use Free Tier to Set Up Account for Service Ticket Intelligence and Get Service Key
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and the associated service key for Service Ticket …
Use Free Tier to Set Up Account for Service Ticket Intelligence and Download Postman Sample Files
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and download Postman environment and collection JSON sample …
Use Free Tier to Set Up Account for Personalized Recommendation and Get Service Key
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and the associated service key for Personalized …
Use Free Tier to Set Up Account for Data Attribute Recommendation and Download Postman Sample Files
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and download Postman environment and collection JSON sample …
Use Free Tier to Set Up Account for Business Entity Recognition and Get Service Key
Use the Free Tier service plan and an SAP BTP booster to automatically create a service instance, and the associated service key for Business Entity …
Use Your Own Data to Train a Machine Learning Model and Get Recommendations Based on Users' Browsing History
Use the Personalized Recommendation service to train your own machine learning model to give visitors to your website highly personalized recommendations based …
Set Up the Python SDK for Business Entity Recognition
Create a virtual environment and install the Python SDK (Software Development Kit) for Business Entity Recognition.
Use the Python SDK for Business Entity Recognition
Use the Python SDK to access the pre-trained models of Business Entity Recognition.
Use Free Tier to Create a Service Instance for Service Ticket Intelligence
Create a service instance and the associated service key for Service Ticket Intelligence using the free tier service plan.
Use Free Tier to Create a Service Instance for Business Entity Recognition
Create a service instance and the associated service key for Business Entity Recognition using the free tier service plan.
Use Free Tier to Create a Service Instance for Data Attribute Recommendation
Create a service instance and the associated service key for Data Attribute Recommendation using the free tier service plan.
Use the Sales Order Completion (SOC) Business Blueprint to Train a Machine Learning Model
Train a machine learning model for the Data Attribute Recommendation service, using the Sales Order Completion (SOC) business blueprint.
Use the Sales Order Completion (SOC) Business Blueprint to Predict Missing Sales Order Fields
Get recommendations for missing fields in sales order documents using your machine learning model.
Use a Sales Order Completion (SOC) Dataset Schema to Upload Training Data to Data Attribute Recommendation
Upload a dataset to your Data Attribute Recommendation service instance to afterwards be able to train your machine learning model using the Sales Order …
Build Your First Chatbot with SAP Conversational AI
Create a simple chatbot that can recognize greetings, understand when asked for a joke, provide a joke, and recognize the user's reaction to the joke.
Set Up the Metaflow Library for SAP AI Core
Explore different ways of logging metrics during training. Compare generated models.
Manage Your Chatbot with Versions and Environments
Create versions and environments for your SAP Conversational AI chatbot to make it easier to manage the development process.
Let Customers Ask Chatbot for Shipping Price
Create an intent for requesting the price of shipping a package, use the carousel for selecting a package size, call an API to retrieve a Google map, retrieve …
Improve Your Chatbot Accuracy by Monitoring User Activity
Use the analytics features in the Monitor tab to view how users chat with your SAP Conversational AI chatbot, and adjust the way your chatbot responds …
Deploy an SAP Conversational AI ChatBot on Facebook Messenger
Create, test, and publish an SAP Conversational AI chatBot on Facebook Messenger.
Deploy an SAP Conversational AI Chatbot on a Web Site
Deploy an SAP Conversational AI chatbot on a web site and control the look and feel.
Debug Your SAP Conversational AI Chatbot
Use the debugging features of SAP Conversational AI while designing your chatbot to help you fix problems and improve the chatbot.
Create a Chatbot that Lets Customers Track Packages
With SAP Conversational AI, create a chatbot that calls an API, in this case to let customers track their packages, and see how to make use of the memory, using …
Consume API Services and Call Webhooks from Your Chatbot
Call APIs or webhooks from within your chatbot to retrieve information or create UI elements for your conversation.
Call SAP Conversational AI API with OAuth (Postman)
Retrieve an OAuth token and use it to call the SAP Conversational AI API, using Postman.
Build Your First FAQ Chatbot
Using SAP Conversational AI, build a chatbot designed to help users find answers to questions, based on a set of questions and answers uploaded in a CSV file.
Build a Webhook for a Chatbot Using Python
Create a Python script (with Flask), deploy it to SAP Business Technology Platform, and use it as a webhook to be called by an SAP Conversational AI chatbot.
Add Webhook to Chatbot to Retrieve Tracking Info
Add a webhook call in the package-tracking chatbot to retrieve information for a specific tracking number, using SAP Conversational AI.
Add Speech-to-Text to Your Chatbot
Let users talk with your SAP Conversational AI chatbot inside an SAPUI5 app using the speech-to-text APIs of the Web Client bridge.
Let Your Web App Interact with Your Chatbot
Use the Web Client APIs to send messages, intercept messages, change the memory and other chatbot actions from within your SAPUI5 app.
Add Speech-to-Text to Your Chatbot (with recorder)
Let users talk with your SAP Conversational AI chatbot inside an SAPUI5 app using the speech-to-text APIs of the Web Client bridge, including the media recorder …