Master Thesis: AI Message Tracking Prediction B2B Service Simulation
vor 1 Monat
Experience:
Bachelor- / Masterthesis
Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their systems to talk to each other to ensure that cars roll off the factory line, that everyone receives their payments on time, and that you can buy what you need from a supermarket.
Our success story began in , when we helped the German automotive industry to digitalize their paper-based supply chains. Today, SEEBURGER is a leading global B2B software provider with more than 1, #businessaccelerators in 15 countries worldwide and over 10, satisfied customers that rely on our innovative solutions.
Topic
AI Message Tracking Predictions for B2B Service Simulation
Motivation and goals
The successful processing of messages with a variety of B2B services is monitored by message tracking. In addition to the status of a message, other metadata is collected here in extensive cloud landscapes. Machine learning should predict whether a message is processed incorrectly, as well as enable simulation, planning and optimization of B2B services with relevant message tracking features. The goal of this work is to develop a prediction and simulation framework for monitoring B2B services.
Tasks
Feature engineering, cleansing, as well as enrichment of message tracking data, as well as selected metrics from system monitoring, cloud structure data, and log data. Historical data is available for several years in a data lake Investigate and select approaches and ML models suitable for predicting the status of a message and, if applicable, other system characteristics with the selected features Development and implementation of a framework for the prediction of selected features and the regular training of ML models Development and implementation of a simulation system including a visualization for the processing of individual messages and selected metrics of the B2B services Development of criteria for the evaluation of the system and the used ML modelsLocation: Bretten and/or Karlsruhe
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Bretten, Baden-Württemberg, Deutschland SEEBURGER AG VollzeitTopicAI Message Tracking Predictions for B2B Service Simulation Motivation and goalsThe successful processing of messages with a variety of B2B services is monitored by message tracking. In addition to the status of a message, other metadata is collected here in extensive cloud landscapes. Machine learning should predict whether a message is processed...
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Bretten, Baden-Württemberg, Deutschland SEEBURGER AG VollzeitTopicAI Message Tracking Predictions for B2B Service Simulation Motivation and goalsThe successful processing of messages with a variety of B2B services is monitored by message tracking. In addition to the status of a message, other metadata is collected here in extensive cloud landscapes. Machine learning should predict whether a message is processed...
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Bretten, Baden-Württemberg, Deutschland SEEBURGER AG VollzeitTopic AI B2B Message Investigator and Mapping Assistant Motivation and GoalsIn B2B message exchange, standardized text messages are used for transactions such as purchase orders or invoices. Purchase order numbers can be similar to dates or appear in different places in different document types. Transformer models enable various NLP tasks such as...
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Bretten, Baden-Württemberg, Deutschland SEEBURGER AG VollzeitTopic AI B2B Message Investigator and Mapping Assistant Motivation and GoalsIn B2B message exchange, standardized text messages are used for transactions such as purchase orders or invoices. Purchase order numbers can be similar to dates or appear in different places in different document types. Transformer models enable various NLP tasks such as...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Student / Working Student Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Student / Working Student Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Baden-Württemberg, Deutschland SEEBURGER AG VollzeitTopicStreamable Multivariate Time Series Anomaly Detection for Cloud Service Infrastructures Motivation and Goals Automatic anomaly detection is an important tool for monitoring complex cloud service infrastructures for B2B communications. Multivariate anomalies here arise simultaneously from a variety of metrics and the context of individual services. A...
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Master Thesis: AI Mapping Service for APIs
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Bretten, Deutschland SEEBURGER VollzeitExperience: Bachelor- / Masterthesis Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Bachelor- / Masterthesis Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Bachelor- / Masterthesis Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Bachelor- / Masterthesis Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...
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Bretten, Deutschland SEEBURGER VollzeitExperience: Bachelor- / Masterthesis Accelerating business to improve the lives of people. This is our purpose statement and encapsulates what we enthusiastically do every day. We integrate our customers IT systems to make sure that the right data is at the right place at the right time when they digitalize their processes. Companies need their...