Diana 'Dee' Kalstein

Diana 'Dee' Kalstein

Full-Stack Developer | ML Engineering Specialization

Berlin, DE

coded by DeeDee

About Me

I’m Diana (Dee), a Berlin-based developer who genuinely loves tech and building useful products. My core focus is Full-Stack Development, and I’m currently deepening my skills in Data Science, MLOps & AI Engineering through hands-on practice and recent bootcamp experience. Outside of tech, Shotokan Karate is my biggest passion, and I proudly hold a 3rd Dan ranking.

Experiences

Interface Manager (Backend)

2025 · Eshop Guide

  • Implemented data migrations and integrations between legacy systems and Shopify using Synesty, middleware tools, connectors, and GraphQL.
  • Created and maintained process and flow documentation for transparency and traceability.
  • Performed data mapping and transformation to ensure consistency and data integrity.
  • Coordinated with clients, project managers, and stakeholders to analyze requirements and deliver tailored solutions.
  • Applied new technologies including Shopify Liquid and low-code tools for flexible interface development.

Application Manager (ERP)

2024 · Flink SE, Berlin, Germany

  • Developed complex SQL queries in Oracle Cloud Infrastructure to build and troubleshoot error dashboards.
  • Validated flagged records with stakeholders and resolved data discrepancies between Oracle and supplier databases.
  • Automated workflows in CommerceTools using Airtable through API integrations.
  • Created Python scripts for bulk product and category updates via CSV uploads in CommerceTools.

Interface Developer (Backend C#)

2023 - 2024 · Würth Elektronik Group GmbH, Berlin, Germany

  • Developed ERP interfaces in C# to ensure seamless integration and system functionality.
  • Implemented delivery-focused interface solutions to improve shipment accuracy and operational efficiency.
  • Used RabbitMQ message queues to improve communication across ERP system components.

IT Specialist & Data Protection

2021 - 2023 · Learnfield GmbH (Skoove), Berlin, Germany

  • Supported GDPR compliance, coordinated with the data privacy officer, and consolidated DPA/SCC documentation for cloud services.
  • Provided IT security awareness guidance for colleagues and managers.
  • Led a password-management improvement project and optimized application access permissions.
  • Maintained and optimized employee devices and office IT setup.
  • Configured internal infrastructure including access points, DNS, router, switch, and load balancing.

Collection Referent

2018 - 2019 · Clal Insurance Ltd, Tel-Aviv, Israel

  • Monitored customer accounts and historical billing data to identify outstanding debt.
  • Negotiated payment plans and coordinated with credit agencies, insurance companies, lawyers, and employers.
  • Prepared debt reports and processed related documentation and data entry.

Business Banker

2017 - 2018 · Bank Hapoalim Ltd, Tel-Aviv, Israel

  • Delivered financial services for small businesses including loans, credit products, and repayment strategy guidance.
  • Assessed creditworthiness and supported clients from onboarding through ongoing account management.
  • Recruited new clients and strengthened long-term customer relationships.
  • Collaborated with internal teams to provide efficient banking solutions and resolve client needs promptly.

Education

Data Science & Machine Learning Bootcamp

2025 - 2026 · Liora (Université Paris 1 Panthéon-Sorbonne)

Intensive bootcamp covering exploratory data analysis, statistics, Python programming (NumPy/Pandas), machine learning models, model evaluation, data preprocessing workflows, and AWS Cloud Practitioner fundamentals.

Full-Stack Web Development Bootcamp

2023 · Ironhack, Berlin

Acquired skills in JavaScript (ES6), TypeScript, MongoDB, ExpressJs, ReactJs, NodeJs, HTML, and CSS.

Web Development Coding Workshop

2021 - 2022 · SheCodes (Remote)

Focused on practical web development with React and live API integrations through hands-on projects.

Bachelor's Degree in Economics & Business Management (Major: Finance)

2013 - 2016 · Ruppin Academic Centre, Israel

Dissertation: Economic Wealth Inequality in the State of Israel. Conducted quantitative research, analyzed large datasets, and used tools including SAP and SPSS for reporting and analysis.

Projects

• Project Gaia

View Project

End-to-End Software Compliance platform. A unified, Kubernetes-native toolsuite that connects best-in-class open-source applications (Strapi for policy management, Dependency-Track for SBOM analysis) into a single engineering and compliance platform. Currently building and contributing. Planned: Integration of Q&A chatbot with AI for compliance assistance.

• AI Sales Assistant Agent

View Project

Built a small AI assistant agent in VSCode using Python and LangChain to answer customer and pricing questions. It follows a ReAct-style architecture with tool use (CRM lookup, pricing retrieval, and a knowledge-base RAG tool), dynamically selects the right tool per query, and generates a final response.
Chat demo: https://sales-assistant-agent.onrender.com/chat
API docs: https://sales-assistant-agent.onrender.com/docs
Try out the clickable prompt bubbles inside the chat.

• Karate Portal (Final Bootcamp Project)

View Project

Built a full-stack karate portal where users can sign up, log in, manage their karateka profile, browse techniques, and explore martial-arts personalities with CRUD functionality.

• P5 Browser Game

View Project

Developed an entertaining Chrome browser game using P5.js, focused on interactive gameplay and front-end logic.

• React Dictionary App

View Project

Created a React-based dictionary application integrating live data sources and user-friendly UI components.

• Weather Web Application

View Project

Built a weather web app with live API data integration and a responsive front-end experience.

• COVID-19 Detection from Chest X-Ray Images

View Project

Data science project on COVID-19 detection from chest X-ray images, developed collaboratively in a group setting. Includes a Grad-CAM interpretability demonstration in a Streamlit app currently running on localhost (not hosted).

Skills

• Full-Stack Web Development

HTML | CSS | JavaScript (ES6) | TypeScript | React | ReactJs | Material UI | Bootstrap | ExpressJs | NodeJs | MongoDB | Axios | Git | GitHub | P5 Js

• Data Science & ML

Python | Pandas | scikit-learn | Classification | Regression | Clustering | Feature Engineering | Model Evaluation | Time Series | NLP

• Deep Learning & CV

PyTorch | TensorFlow | Keras | CNNs | Transfer Learning | OpenCV | Transformers

• MLOps & Deployment

Docker | Kubernetes | ML Pipelines | Data APIs | Streamlit | Git/GitHub | Linux | Bash | AWS (CP) | Airtable | API Integrations | n8n | OCI | SAP & ERP | LLM APIs | Prompt Engineering | RAG | AI Agents (LangChain/LangGraph) | Strapi

• Data & Visualization

SQL | Matplotlib | Seaborn | Plotly | Data Cleaning | EDA

• Language Proficiencies

English (C1, Full Professional Proficiency) | German (C2, Full Professional Proficiency) | Hebrew (Native Speaker)

• Soft Skills

Analytical Skills | Problem Solving | Effective Communication Skills | Collaboration Skills | Empathy | Time Management | Creativity | Responsibility | Multitasking | Organizational & Planning Skills

Hobbies

Enthusiastic Shotokan Karate association member of a second Dan level (3rd Dan in March) who enjoys regular trainings, workshops and competitions.

Shotokan