Jana Becker-Data Scientist
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Experience
Data Scientist
masem research institute GmbH
- Supporting clients in data science and machine learning projects
- Designing the architecture for ETL pipelines of an AI platform for semi-automated processing of sensitive customer data for R+V
- Modernizing the tech stack with Docker and Elasticsearch
- Training colleagues on monitoring and reporting with the ELK stack
- Developing an ML application for quick detection of turf diseases using a fine-tuned MobileNetV2 and semantic segmentation for a golf course builder
- Taking on team lead and project management to transform a monolithic on-premise system into a web application
Fullstack Developer (Machine Learning)
droxIT GmbH
- Co-developing the in-house search technology: crawling web content, indexing in Elasticsearch, and providing an intelligent search feature with result ranking, improved suggestions, autocomplete, and filters
- Building a portal for tracking and analyzing user behavior with dashboards
- Configuring ranking settings, creating synonyms, and defining exclusions
- Completing the development of an open-source microservice software: a framework for building machine learning pipelines with reusable microservices and a GUI for connecting the steps
- Daily use of the ELK stack, developing ETL pipelines and full-stack web applications for data processing and visualization
Research Assistant
Johannes Gutenberg University
- Teaching assistant for the courses Artificial Intelligence, Programming Languages, and Software Development
Research Assistant
University Medical Center Mainz
- Evaluating and analyzing patient data (neurological DTI scans) from multiple sclerosis patients
Industry Experience
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Experienced in Information Technology, Professional Services, Education, and Healthcare.
Business Area Experience
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Experienced in Research and Development, Information Technology, Project Management, Business Intelligence, and Product Development.
Skills
Skills
- Programming Languages: Python, Javascript, C++
- Development & Deployment: Git, Gitlab, Bash, Aws (S3), Airflow
- Devops: Docker, Nginx, Kubernetes, Gitlab Runner, Jenkins, Ci/cd, Test Automation
- Databases: Elasticsearch, Sql (Mariadb, Postgresql)
- Visualization: Kibana, Grafana, Plotly, Matplotlib, Amcharts 4/5, Tensorboard
- Frameworks & Libraries: Tensorflow, Keras, Scikit-learn, Pandas, Spacy, Gensim, Nltk, Flask, Django, Kafka
- Frontend Development: Node.js, Vuejs, Quasar
- Methodology: Agile Development, Scrum, Kanban, Code Reviews, Product Lifecycle Management, Team Management
Languages
Education
Johannes Gutenberg University
Scientific Computer Science · Scientific Computer Science · Mainz, Germany · 1.6
Dalarna University
Sweden
Johannes Gutenberg University
Computer Science · Computer Science · Mainz, Germany · 2.2
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