01.12.2025 aktualisiert

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100 % verfügbar

Machine Learning Engineer with expertise in autonomous systems and computer vision

Berlin, Deutschland
Weltweit
Master of Science (M.Sc.) in Mechatronics
Berlin, Deutschland
Weltweit
Master of Science (M.Sc.) in Mechatronics

Profilanlagen

MachineLearningProfile.pdf

Skills

Künstliche IntelligenzAlgorithmusData AnalysisComputer VisionAutomatisierungAutonome SystemeC++CUDAComputerprogrammierungContinuous IntegrationDevOpsPythonMachine LearningMongoDBNumPyObjekterkennungOpenCVTensorFlowSensorfusionSQLIntegration (Software)DatenverarbeitungDatenspeichertechnologienData SciencePyTorchDeep LearningpandasScikit-learnCruisecontrolAdministration von Datenbanken
Machine Learning & Computer Vision
Expertise in developing AI/ML-driven solutions with focus on sensor fusion, computer vision, and deep learning for autonomous systems.

Programming & Frameworks
Advanced knowledge of Python, C/C++, TensorFlow, PyTorch, and OpenCV for implementing real-time machine learning algorithms.

Autonomous Systems Development
Experience in designing and optimizing algorithms for automated cruise control, smart parking, and object detection systems.

Data Science & Analytics
Proficiency with NumPy, Pandas, and Scikit-learn for data processing and model development.

GPU Acceleration
Knowledge of NVIDIA CUDA for GPU preprocessing with custom kernels to enhance object detection performance.

CI/CD & DevOps
Experience with continuous integration and deployment pipelines for streamlined software integration.

Database Management
Skills in MongoDB and SQL for data storage and retrieval in AI applications.

Erfahrung

Berufserfahrung0 - 5 Jahre
Freelancer seit2025

Sprachen

DeutschverhandlungssicherEnglischMuttersprache

Projekthistorie

Software Development and Integration

Unknown
Developed and optimized software integration processes for efficient deployment of AI and machine learning models. Enhanced continuous integration and deployment pipelines, designed AI-driven KPIs, and developed object fusion algorithms for real-time embedded systems.

ML-Driven Cruise Control

Unknown
Designed ML-based lane-change algorithms and object detection models for Automated Cruise Control. Developed ROS2 RVIZ tools for real-time visualization, optimized sensor fusion algorithms reducing false positives by ~90%, and built maneuver trajectory models using real-time road data.

Object and Lane Detection

Unknown
Developed AI-powered lane detection and adjustment system using SVM, HereMaps and Computer Vision. Implemented algorithms like edge detection and feature extraction using CNN, optimized for edge AI hardware with low-latency inference.

AI Systems for Automated Parking

Unknown
Led development of situation interpretation for parking, created artificial data generation tools, and built video frame labeling tools. Deployed multi-class neural networks using DriveNet, GoogleLeNet, YOLO, and MobileNet, achieving 60 FPS object detection in embedded environments.

Smart Parking Detection System

Unknown
Developed ML-driven detection algorithms to analyze free vs. parked parking spaces and determine vehicle fit. Used pattern recognition to identify unusual system behavior and utilized geospatial positioning with AI-driven algorithms to identify optimal parking spots.

Driver Monitoring System

Unknown
Developed driver behavior monitoring system using unsupervised machine learning and computer vision to analyze facial patterns. Created CNN-based models to track facial features for drowsiness detection, optimized for Raspberry Pi hardware.

Mobile Autonomous Robotic System

Unknown
Developed exploratory mobile robot with independent navigation and object recognition capabilities. Implemented visual detection system using OpenCV's cascade classifier with AdaBoost, optimized for real-time performance.

Autonomous Surface Vehicle

Unknown
Developed algorithms for an Autonomous Surface Vehicle using object classification, sensor fusion, and deep learning. Implemented reinforcement learning and adaptive PID control for trajectory planning and computer vision for obstacle detection.

Zertifikate

Professional Scrum Product Owner™ I (PSPO I)

Scrum.org

2025

PRINCE2

People Cert

2025

iSTQB® Certified Tester Foundation Level 4.0

iSQI Group

2024

Certified Professional for Software Architecture

Certible

2023


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