Niels Garve – fullstack & MLOps engineer
I am happy to join the technical team leadership and stand for code quality and organize machine learning projects with CRISP-DM or CRISP-ML.
Hi, my name is Niels, and I am a MLOps engineer with 8+ years of experience and a strong background in web service development. I am really enthusiastic about data science and its combination with web development to build future-proof software.
I created AIsneaks, where I generate sneaker designs with Artificial Intelligence (see aisneaks.xyz). The technologies and design patterns I currently prefer are:
- AWS SageMaker for Machine Learning,
- React.js (TypeScript) for the frontend,
- GraphQL (Node.js) for the backend,
- continuous deployment of tested features as well as
- GitHub Workflows and AWS CodePipelines for deploying artifacts to AWS.
Currently, I work as a freelancer in agile teams of different companies and projects.
Working Experience
| Date | Project |
|---|---|
| 4/2022-present | Fullstack and machine learning engineer, OTTO, Part of an agile team that develops and operates machine learning applications for otto.de based on the CRISP-ML process. AWS/Node.js, AWS/Java, AWS/Python, scikit-learn, pandas, Matplotlib, Jupyter Notebook, Poetry, CRISP-DM |
| 5/2021-3/2022 | Freelance Javascript Fullstack Developer, Das Büro am Draht, Part of the scrum team that develops a single graph (GraphQL) that provides a unified interface for querying any combination of Audi data sources dividing the graph’s implementation across multiple backend services. Apollo GraphQL, Apollo Federation, CI/CD, AWS/Node.js, serverless framework, GitHub Workflows, trunk-based development, TypeScript, Jest, Postman/Newman, React.js, React.js frameworks |
| 12/2019-4/2021 | Freelance Frontend Developer, Das Büro am Draht, Part of the scrum team that builds React.js micro frontends for audi.de. React.js, React.js frameworks (Feature Hub, Next.js, Gatsby), TypeScript, styled-components, Jest, Apollo GraphQL, AWS/Node.js, serverless framework, AEM, GitHub Workflows |
| 2/2019–11/2019 | Freelance Senior Frontend Developer, Experience One, Senior developer and part of the scrum team building the Mercedes-Benz OneWeb Vans platform. React.js, HTML5/CSS3/JavaScript, Sass, AEM |
| 8/2018–1/2019 | Freelance Frontend Developer, Das Büro am Draht, Part of the scrum team that maintains the website of Audi. HTML5/CSS3/JavaScript, PostCSS, AEM |
| 2/2018–7/2018 | Freelance Senior Frontend Developer, NOLTE&LAUTH, Senior developer and part of the scrum team building the Mercedes-Benz OneWeb Vans platform. HTML5/CSS3/JavaScript, Sass, AEM |
| 9/2017–10/2017 | Freelance Frontend Developer, customer from Fuschl, Austria. |
| 12/2014–8/2017 | Frontend Developer, Publicis Pixelpark, Berlin. |
| 2/2013–11/2014 | Student employee, Inostudio, Berlin. |
| 8/2012–1/2013 | Internship, Inostudio, Berlin. |
Certifications and Education
| Date | Certification |
|---|---|
| 3/2020-6/2020 | Machine Learning with Python: A Practical Introduction, IBM., Overall grade: 95%. Issued Jun 2020, Certificate ID 5694d61220974140a37a9657b633cc7e, See certificate |
| 7/2019-9/2019 | Principles of Machine Learning: Python Edition, Microsoft., Overall grade: 78%. Issued Sep 2019, Certificate ID 1e1c10432cb8437cb3cc2fe92eed86f9, See certificate |
| 7/2019 | Introduction to Python for Data Science, Microsoft., Overall grade: 100%. Issued Jul 2019, Certificate ID 1655df79462545a89cdc4af0a5b38866, See certificate |
| 4/2010–7/2013 | Bachelor of Science in Media Informatics, Beuth Hochschule für Technik, Berlin, Overall grade: very good. Bachelors thesis: Echtzeit-Raytracing mit WebGL (WebGL-driven real time ray tracing) |
Qualification and Skills
- Extensive Knowledge
- React.js, React.js frameworks (Feature Hub, Next.js, Gatsby), TypeScript, styled-components, Jest, trunk-based development, GitHub Workflows, CI/CD, Apollo GraphQL, Apollo Federation, Postman/Newman, HTML5/CSS3/JavaScript, Mobile First Web Design, website performance, clean code, Git, Scrum (from the developer’s perspective)
- Data Science Knowledge
- Python, PyTorch, scikit-learn, NumPy, pandas, Matplotlib, Jupyter Notebook, Poetry, CRISP-DM, DCGANs
- Cloud Computing Knowledge
- AWS/Node.js, AWS/Java, AWS/Python, serverless framework, AWS CDK
- Basic Knowledge
- React Native, Nest, Express, Docker, OpenGL Shading Language, WebGL, AEM, Flask, SEO, Sketch
- Languages
- German (native), English (fluent)
Other Interests
- Events about web development (JSConf, CSSconf, Meetups, etc.)
- Playing guitar and writing songs
- NFTs
- Traveling