Software Architect & Project Manager (Enterprise Systems)
F.A.S.T. GmbH
Project: Watercloud — map-based SaaS platform for managing and visualizing AZ logger data, including import, processing, districts, overlays, multilingual UI and backup/restore features.
Primary technology stacks
PHPPythonArtificial IntelligenceMachine Learning
Selected AI & Machine Learning projects
EnterpriseAI — Enterprise RAG & Generative AI Platform
Built a Python/FastAPI RAG platform with document ingestion, embeddings, semantic retrieval, natural-language knowledge querying, PostgreSQL, Redis, SQLAlchemy and Alembic.
Built a Python/FastAPI RAG platform with document ingestion, embeddings, semantic retrieval, natural-language knowledge querying, PostgreSQL, Redis, SQLAlchemy and Alembic.
PythonFastAPIRAGLLMsEmbeddingsPostgreSQLRedisSQLAlchemyAlembic
WaterCloud Audio ML — Environmental Sound Classification
Built a Python machine-learning workflow for logger WAV recordings using 23 engineered audio features and a Random Forest multiclass classifier, with model persistence, unseen-audio inference, class probabilities and a PySide6 desktop interface.
Built a Python machine-learning workflow for logger WAV recordings using 23 engineered audio features and a Random Forest multiclass classifier, with model persistence, unseen-audio inference, class probabilities and a PySide6 desktop interface.
Pythonscikit-learnRandom ForestNumPypandaslibrosaMFCCFFTPySide6joblib
Key responsibilities
- Led documentation, module development, database design and software architecture.
- Managed a team of 12 employees and ensured delivery progress, quality and stakeholder alignment.
- Designed, implemented and managed software programs for enterprise workflows.
- Created QA procedures and deployed tools, processes and metrics.
- Maintained and upgraded existing systems to ensure stability, operability and long-term maintainability.
- Conducted client consultations and translated business needs into technical solutions.
- Led scalable architecture decisions, integrations, code reviews and technical issue resolution.
Technology
PHPPythonArtificial IntelligenceMachine LearningGenerative AIRAGFastAPIscikit-learnJoomlaMySQLPostgreSQLRedisRabbitMQAWSLinuxGitJiraConfluence