Sana Nabizadeh
AI & Full Stack Engineer
I build intelligent, scalable applications that bridge the gap between AI research and production systems.
I'm a developer passionate about crafting intelligent systems that blend cutting-edge AI with robust engineering. My work lies at the intersection of machine learning and full-stack development, creating solutions that are both powerful and practical.
I completed my Master's thesis at Siemens Mobility, where I developed an anomaly detection system that reduced log file diagnostic times by 80%.
Previously, I've built enterprise applications serving thousands of users, created high-performance GIS solutions, and established comprehensive testing frameworks that significantly improved release quality.
ABOUT ME
Full Stack Developer & AI Master's graduate with 5 years of experience building enterprise applications and integrating ML solutions.
Proven track record at Siemens Mobility in reducing diagnostic times by 80% through anomaly detection. Expert in Python, React, and JavaScript.
Based in Erlangen, Germany. German B1 certified and actively improving.
AI & ML
PyTorch, Transformers, RAG, NLP, Anomaly Detection
Full Stack
React, TypeScript, Python, Next.js, REST APIs
Data & Cloud
Azure AI, AWS, Docker, Snowflake, ETL Pipelines
Testing & DevOps
Playwright, Behave, PyTest, CI/CD, Linux
EXPERIENCE
Master Thesis Student · Siemens Mobility
Erlangen, Germany
Topic: Anomaly Detection in Log Files
- •Developed a log error detection system using PyTorch with distributed training on HPC GPUs
- •Reduced time and effort for log file analysis by 80%, saving significant manual engineering hours
- •Automated ingestion and evaluation of over 50,000 log lines with real-time performance optimization
Working Student (Full Stack & Testing) · Siemens Mobility
Erlangen, Germany
- •Built modular W2UI web interface for backend simulator with tabbed functions and efficient data handling
- •Established comprehensive E2E testing framework using Playwright and Behave, automating 100+ test cases
- •Developed custom Python MVC application for Redmine version management, reducing API interaction steps
Full Stack Developer · Behin Rayanesh Azad
Isfahan, Iran
- •Engineered high-performance Web GIS using OpenLayers to render 30,000+ spatial data points without latency
- •Reduced map load times by 40% through performance optimization
- •Collaborated with cross-functional teams to define requirements and deliver features on schedule
Full Stack Developer · Electro Mizan Andisheh
Isfahan, Iran
- •Built responsive React/TypeScript interfaces for enterprise ERP serving 2,000+ active users
- •Managed GitLab CI/CD workflows for automated deployment, ensuring stability and code quality
EDUCATION
M.Sc. Artificial Intelligence
Friedrich-Alexander University
Erlangen, Germany
- •Master Thesis: Anomaly Detection in Log Files
- •In cooperation with Siemens Mobility GmbH
- •GPA: 2.1, Thesis: 1.3
B.Eng. Computer Engineering
University of Isfahan
Isfahan, Iran
- •Final Project: Design and Implementation of a Roll Calling Application Using React-Native
- •GPA: 1.9
PROJECTS
Achieved 6% accuracy increase in detecting EV motor defects by implementing ResNet18 with CutMix data augmentation and Super-Convergence techniques.
- •Implemented advanced data augmentation strategies
- •Used Optuna for hyperparameter optimization
- •Improved model speed and accuracy significantly
Built a Self-Organizing Map (SOM) model to learn spatial relationships in 3D scenes from ARKitScenes dataset.
- •Enabled unsupervised robot perception
- •Computed proximity probabilities without labeled data
- •Applied to real-world 3D scene understanding
SKILLS
Languages & Frameworks
AI & Machine Learning
Data & APIs
MLOps & Cloud
Test Automation
Data Visualization
CONTACT
Let's work together
I'm currently looking for new opportunities. Whether you have a question or just want to say hi, I'll do my best to get back to you!