Elektroniker • Automation • Python • Data Analytics • Cybersecurity
I am an Elektroniker (electronics technician) in Germany, building on a practical background in electronics, electrical systems, troubleshooting, PLC technology and industrial automation.
I am now moving deeper into software and technology, with a focus on cybersecurity, data analytics and Python.
My approach is simple:
Understand the system. Build something. Break it. Find out why. Improve it.
That mindset comes from working with real technical systems, where guessing is usually a bad debugging strategy.
HARDWARE
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ELECTRONICS & AUTOMATION
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PROGRAMMING
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├───────────────┐
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DATA SYSTEMS
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ANALYTICS SECURITY
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└───────┬───────┘
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TECHNOLOGY
I am particularly interested in the space where physical systems, software, data and security meet.
| Area | What I am working on |
|---|---|
| Cybersecurity | Security fundamentals, networking, Linux, web security and hands-on labs |
| Data Analytics | Python, Pandas, SQL, data cleaning, EDA and visualization |
| Machine Learning | Feature engineering, classification and model evaluation |
| Programming | Python, JavaScript and practical automation |
| Systems | Linux, networking and system fundamentals |
| Automation | PLCs, control systems and industrial technology |
| Web Development | HTML, CSS, JavaScript and full-stack concepts |
Water Pump Status Prediction
Machine-learning project based on the Pump It Up water-table dataset.
Loan Approval ML Project
A practical machine-learning project exploring loan-approval prediction.
SQL & ML Assignment
Practice combining SQL, data work and machine-learning concepts.
Cybersecurity Study Notes
Structured notes documenting my cybersecurity learning journey.
Prompt Injection Learning Journal
A learning journal focused on understanding prompt-injection concepts.
TryHackMe GUI
A practical project connected to hands-on cybersecurity learning.
Languages Python • JavaScript • SQL • HTML • CSS
Data Pandas • NumPy • Matplotlib • Power BI
ML Scikit-learn • Feature Engineering • Model Evaluation
Security Networking • Linux • Security Fundamentals • Web Security
Systems Linux • Windows • Git • GitHub
Automation PLC • Industrial Automation • Control Systems
Development VS Code • Git • GitHub
I am not trying to collect technology names.
I am building transferable technical understanding.
When I learn a tool, I want to understand:
This is why my GitHub contains notes, experiments, assignments and projects alongside polished work.
Electronics Technician
↓
Industrial Automation
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Programming
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Data Analytics
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Cybersecurity
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Technology
The goal is to bring together the practical discipline of engineering with the problem-solving methods of modern technology.
This profile is a work in progress.
The projects will change as my skills grow. The direction is consistent:
LEARN
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BUILD
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TEST
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ANALYSE
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SECURE
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REPEAT
Electronics → Automation → Software → Data → Security
Building practical technology skills, one project at a time.