freiberufler Data Science Consultant | PhD auf freelance.de

Data Science Consultant | PhD

offline
  • auf Anfrage
  • 10365 Lichtenberg
  • Weltweit
  • de  |  en
  • 10.07.2023

Kurzvorstellung

N. specializes in putting data science projects into production in on-premise or cloud environments as an individual contributor or team lead.

Qualifikationen

  • Cloud Computing
  • Data Science4 J.
  • Data Warehousing3 J.
  • Deep Learning
  • DevOps2 J.
  • ETL2 J.
  • Forschung & Entwicklung1 J.
  • Google Cloud2 J.
  • It-Beratung
  • Maschinelles Lernen2 J.
  • Pandas
  • Python4 J.
  • Web Entwicklung1 J.

Projekt‐ & Berufserfahrung

Machine Learning Engineer
Kundenname anonymisiert, Berlin
10/2022 – offen (2 Jahre, 2 Monate)
Finanzdienstleister
Tätigkeitszeitraum

10/2022 – offen

Tätigkeitsbeschreibung

- Developing, evaluating, and deploying machine learning models (Google Cloud, Container, Docker, MLOps, Data Lake, Big Query)
- Maintenance and development of ETL pipelines in Airflow
- Python development

Eingesetzte Qualifikationen

Data Science, Data Warehousing, ETL, DevOps, Maschinelles Lernen, Python, Google Cloud

CTO @ Quant VC Startups (Festanstellung)
Morphais, Berlin
9/2021 – 10/2022 (1 Jahr, 2 Monate)
Finanzdienstleister
Tätigkeitszeitraum

9/2021 – 10/2022

Tätigkeitsbeschreibung

Building the tech (and team) in a quant VC startup.
Responsibilities included:

- Engineering: Developing infrastructure
- Data science: Developing and serving e.g. scoring models in production
- Data engineering: Managing dealflow
- Mngmt: Dept. planning, Project mngmt, Hiring

Eingesetzte Qualifikationen

Cloud (allg.), Data Science, Data Warehousing, DevOps (allg.), Forschung & Entwicklung, Management (allg.), Python

Senior Applications Architect
Nestle - Gramont, Remote
1/2020 – 5/2021 (1 Jahr, 5 Monate)
Life Sciences
Tätigkeitszeitraum

1/2020 – 5/2021

Tätigkeitsbeschreibung

From PoC to MVP, MLP: Conceptualizing, prototyping, and industrialization of a cloud-based B2E web application for association rule mining of huge amounts of mixed and SAP master data. The product is currently in production in the cloud and used by business analysts around the globe.

Eingesetzte Qualifikationen

Cloud (allg.), Data Science, Microsoft Azure, Python, Web Entwicklung

Data Science Consultant
Steady Media GmbH, Berlin
9/2019 – 11/2019 (3 Monate)
IT & Entwicklung
Tätigkeitszeitraum

9/2019 – 11/2019

Tätigkeitsbeschreibung

Identification and description of machine learning challenges and corresponding possible approaches for a funding proposal.

Eingesetzte Qualifikationen

Maschinelles Lernen

Ausbildung

Machine Learning
Dr. rer. nat
2018
Berlin
Technische Information
Dipl.-Ing.
2010
Berlin

Über mich

You are looking for a freelance data scientist with a strong focus on solving real-world data science problems?

N. is a Berlin(Germany)-based freelancer who specializes in putting machine learning into production. He received his Ph.D. from Technical University Berlin and is an author of more than 35 peer-reviewed scientific papers. He served frequently as a reviewer and program committee member for internationally renowned conferences and journals and has extensively collaborated with academic and industrial partners. Since 2019, he helps companies with his expertise to identify and solve data science problems.

Weitere Kenntnisse

- Development:
- Python w/ Pandas, Sklearn, Pytorch, Requests, Streamlit, Flask, etc
- CI/CD w/ Github, Cloud Build, Docker, Artifact Repos

- Data science:
- Statistics, Deep Learning, (Non)Convex Optimization
- Developing and serving models in production (REST API)
- MLOps w/ Databricks MLFLow & Vertex AI

- Data engineering:
- ETL w/ Airflow
- Data lake w/ cloud storage
- Data warehouse w/ BigQuery
- Transactional w/ Cloud SQL

Mngmt:
- General Mngmt: Planning, OKRs, KPIs
- Project Mngmt: Jira, Kanban, Scrum
- Hiring: Personio,

Persönliche Daten

Sprache
  • Deutsch (Muttersprache)
  • Englisch (Fließend)
Reisebereitschaft
Weltweit
Arbeitserlaubnis
  • Europäische Union
Home-Office
bevorzugt
Profilaufrufe
1836
Alter
44
Berufserfahrung
14 Jahre und 6 Monate (seit 05/2010)
Projektleitung
3 Jahre

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