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korisnik-samson/README.md

Hi there, I'm Samson! πŸ‘‹

Software & Data Engineer | AI Researcher | Teaching Associate

LinkedIn Orcid Gmail


πŸ‘¨β€πŸ’» About Me

I am a Software & Data Engineer based in Belgrade, passionate about bnuilding robust backend systems and engineering scalable data pipelines as well as machine learning algorithms in practice and research. Currently, I serve as a Teaching Associate at Singidunum University, where I work and collaborate with professors in many fields of Software Engineering through academic research and course administration.

  • πŸ”­ I’m currently working on: Real-time Intrusion Detection & Prevention systems with ML Algorithms.
  • 🌱 I’m currently learning: Advanced Microservices in Spring Boot.
  • πŸ’‘ I have a knack for: Bridging the gap between complex mathematical theory (AI/ML) and production-grade software development and engineering.

πŸ› οΈ Technical Arsenal

Domain Technologies
Backend Engineering Java (Spring Boot, Hibernate), Python, RESTful APIs, Microservices, JUnit
Data & AI/ML PySpark, PyTorch, TensorFlow, OpenCV, Pandas, Scikit-learn
Cloud & DevOps AWS (S3, Lambda), Azure, Docker, Kubernetes, Git
Databases MySQL, PostgreSQL, Oracle, MongoDB (NoSQL)

πŸš€ Featured Projects & Research

Research presented at Sinteza 2025 International Scientific Conference.

  • The Challenge: Improving brain tumor segmentation accuracy in MRI scans.
  • The Solution: Conducted research on six Adam optimizer variants using a hybrid deep learning model on the large-scale BraTS 2020 dataset.
  • Tech Stack: Python, PyTorch, Pandas, Deep Learning.
  • Overview: A complete ETL pipeline designed to ingest, process, and analyze massive volumes of historical F1 telemetry data.
  • Impact: Enabled complex SQL querying for in-depth race analysis and reporting.
  • Tech Stack: Python, PySpark, AWS Cloud, SQL.
  • Overview: A real-time network security system that utilizes machine learning to "sniff out" malicious threats better than standard rule-based firewalls.
  • Methodology: Processed large-scale telemetry data (UNSW-NB15) to train models for identifying network anomalies.
  • Tech Stack: Scikit-learn, PySpark MLlib, Python.
  • Overview: Architected the core driver-rider matching algorithm and real-time payment processing for a ride-hailing platform.
  • Key Achievement: Implemented Spring Security for robust authentication and optimized Oracle DB queries for rapid matching.
  • Tech Stack: Java, Spring Boot, Spring Data JPA, Oracle DB.

P.S I have a lot of projects I work on... Feel free to explore my jungle of repositories



πŸŽ“ Education & Certifications

  • B.S. Software & Data Engineering - Singidunum University (2021-2025)
  • Cisco CCNA | IBM Rational Software Architect | RedHat OS System Admin
Let's connect and build something incredible! πŸ’«πŸŒ 

Pinned Loading

  1. BraTS-2020-Segmentation-Task BraTS-2020-Segmentation-Task Public

    Jupyter Notebook

  2. data-fusion_feature-extraction data-fusion_feature-extraction Public

    Jupyter Notebook

  3. income-predictor income-predictor Public

    An A.I model coded in pure Python using Jupyter.

    Jupyter Notebook

  4. IoT-Network-Intrusion-Detection-System-UNSW-NB15 IoT-Network-Intrusion-Detection-System-UNSW-NB15 Public

    Forked from abhinav-bhardwaj/IoT-Network-Intrusion-Detection-System-UNSW-NB15

    Network Intrusion Detection based on various machine learning and deep learning algorithms using UNSW-NB15 Dataset

    Jupyter Notebook

  5. springapps-intelliserver springapps-intelliserver Public

    Spring Backend Application for springapps-intelli

    Java

  6. steamlabs-desktop steamlabs-desktop Public

    Forked from streamlabs/desktop

    Free and open source streaming software built on OBS and Electron.

    TypeScript