M. Sc. Mathematics | Data Scientist | NLP | Machine Learning | Python | ML Ops | CI/CD | Deep Learning | AI
Aktualisiert am 12.02.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 15.02.2024
Verfügbar zu: 100%
davon vor Ort: 40%
Mathematik
Data Scientist
Python
NLP
ML Ops
CI/CD
AI
Machine Learning
Deep Learning
Git
SQL
TensorFlow
Gitlab
Scrum
MacOS
Django
docker
GCP
German
Muttersprache
English
Verhandlungssicher
Italian
Verhandlungssicher
Spanish
Verhandlungssicher
Hindi
Fortgeschritten
Russian
Fortgeschritten
Dutch
Grundkenntnisse
French
Grundkenntnisse

Einsatzorte

Cologne (+200km)
Deutschland, Schweiz, Österreich
möglich

Projekte

3 months
2023-11 - 2024-01

Data-driven optimization of internal processes

AI Consultant Python Airflow LLM
AI Consultant
  • Data-driven optimization of internal processes based on ETL pipelines
  • Set up and conducted online training courses in the field of AI, esp. LLMs
Python Airflow LLM
agil.bz GmbH & Co. KG
Cologne
3 years 2 months
2020-09 - 2023-10

Department RTL Data

Data Scientist Python ML Ops Data Scientist ...
Data Scientist
  • Project OnAIr:
    • Developed tested components ready for implementation into the company?s Europe-exclusive automatical TV program planning system for all TV channels, esp. trained a dedicated seq2seq RNN to predict the main competitors? schedules and wrote an NLP algorithm aimed at dynamically achieving a maximum matching rate between all TV shows across current and legacy databases.
  • Project SignatureCode:
    • Created sensible image- and sound-level features extracted from advertisement spots and implemented fully tested end-to-end MLpipelines to predict advertising effects based on the spot?s aggregated characteristics.
  • Project BrandAId:
    • Built machine learning models describing various time-series KPIs in order to predict the advertising effects by sales spendings of several well-established, commissioning brands
Gitlab Python sci-kit learn Deep Learning
Python ML Ops Data Scientist Machine Learning NLP Deep Learning
RTL Deutschland
Cologne
1 year 9 months
2019-01 - 2020-09

Editorial Systems

Junior Software Developer ? specialisation machine learning Python NLP Deep Learning ...
Junior Software Developer ? specialisation machine learning
  • Completed tasks related to NLP, e.g. crawled adequate reviews from the web and subsequently trained an attention-based transformer network performing German sentiment analysis used in the company?s ?Contextual Video Tagging?.
  • Product Owner ?Produktionsdatenanalyse? The project was aimed at the collection and analysis of all data incurring in the company?s journalistic news departments, Additionally, I developed myself a graph-theoretical service performing automatic clustering of all news items by RTL News, consisting of the company?s entire catalogue of TV magazines and online articles.
  • Co-implemented two dedicated neural networks performing face detection and subsequent recognition based on embeddings retrieved from Google?s FaceNet paper in order to tag mainly German celebrities in the journalists? database of raw film material.
Python NLP Deep Learning DevOps
Cologne Broadcasting Center (CBC @RTL)
Cologne
1 year 6 months
2016-04 - 2017-09

supporting the lecture ?Mathematics for Economists (Level II)

Maths tutor
Maths tutor

University of Duisburg-Essen

Aus- und Weiterbildung

3 months
2019-02 - 2019-04

Natural Language Processing NLP

Graduation, Udacity
Graduation
Udacity
Udacity course in NLP.
2 years 10 months
2015-10 - 2018-07

Studies Economathematics

M. Sc., University of Duisburg-Essen
M. Sc.
University of Duisburg-Essen

  • Final grade: 1.8
  • Specialisation: probability theory, stochastics and statistics
  • Thesis: on Request
  • Minor subject: Business Administration, Logistics and Operations Research

7 months
2017-06 - 2017-12

Scrum Master

Professional Scrum Master I, www.scrum.org
Professional Scrum Master I
www.scrum.org
6 months
2016-09 - 2017-02

Semester abroad (ERASMUS)

Matematica, M. Sc., Università degli Studi di Pavia, Italy
Matematica, M. Sc.
Università degli Studi di Pavia, Italy

  • Grade: 28/ 30
  • Courses and oral exams in Italian

3 years 6 months
2011-10 - 2015-03

Studies Mathematics

B. Sc., University of Cologne
B. Sc.
University of Cologne

  • Final grade: 1.8
  • Thesis: on Request
  • Specialisation: Probability Theory and Complex Analysis

Position

  • Data Scientist
  • Scrum Master
  • Data Engineer
  • Python Developer
  • Consultant

Kompetenzen

Top-Skills

Mathematik Data Scientist Python NLP ML Ops CI/CD AI Machine Learning Deep Learning Git SQL TensorFlow Gitlab Scrum MacOS Django docker GCP

Produkte / Standards / Erfahrungen / Methoden

pytest
mypy
spaCy
Gensim
NLTK
scikit-learn
pandas
Scrum
TensorFlow
Keras
Git
Gitlab CI/CD
Docker
GCP
macOS
django
Python incl. PEP 8
SQL
transformers
NumPy
SciPy
jupyter
Jira
Confluence
PyTorch
GCP/BigQuery
Apache Airflow
pyspark
MLFlow
C++

Programmiersprachen

Python
Experte
C++
Basics
Java
Basics

Datenbanken

SQL
Fortgeschritten

Branchen

  • Media
  • Television
  • TV
  • Consulting

Vertrauen Sie auf GULP

Im Bereich Freelancing
Im Bereich Arbeitnehmerüberlassung / Personalvermittlung

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