Master's Thesis: Predictive Maintenance Tool & Machine Learning

Jonas Jabari

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ML Engineer

Fullstack Engineer

Software Architect

Angular

Node.js

Redis

The system detected abnormal data and threw an event
The system detected abnormal data and threw an event
In context of my master's thesis, I've implemented a web application, which connects to IOT-based machine sensors, collect and store time-based data, train machine-learning models on it and detects abnormal sensor data automatically.
I was responsible for designing and implementing the whole system, including e.g.:
Software Architecture Concept
Real-time Sensor Data Integration (OPC UA)
Time-base Data Storage Modelling (Redis)
Backend Development (Node.js)
Machine Learning Integration (Node.js)
UI/UX Design
Frontend Development (AngularJS)
Docker based Deployment
Scientific Research & Documentation
Setup pattern recognition for a data stream
Setup pattern recognition for a data stream
Setup alarm constraints for a data stream
Setup alarm constraints for a data stream
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Posted Aug 31, 2024

In context of my master's thesis, I've implemented a web application, which connects to machine sensors, store time-based data and train machine learning models

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ML Engineer

Fullstack Engineer

Software Architect

Angular

Node.js

Redis

Mately: To-Do List + Calendar + Time-Tracker
Mately: To-Do List + Calendar + Time-Tracker
ABC Workspaces - Custom Bookingsystem
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