freiberufler Data Scientist/ Consultant auf freelance.de

Data Scientist/ Consultant

zuletzt online vor 10 Tagen
  • 94€/Stunde
  • 99867 Gotha
  • auf Anfrage
  • de  |  en
  • 04.11.2024

Kurzvorstellung

I am a generalist Data Scientist with experience in machine learning, AI, data manipulation & modeling, and software development. My work focuses on helping clients across multiple industries using advanced machine learning technology.

Qualifikationen

  • Agile Methodologie6 J.
  • Bilderkennung2 J.
  • Data Mining
  • Data Science
  • Datenbankentwicklung
  • Generative KI
  • Maschinelles Lernen6 J.
  • Neuronale Netze
  • Scrum6 J.
  • Text Mining2 J.

Projekt‐ & Berufserfahrung

Data Scientist/ Consultant
QuantumBasel AG, Remote
3/2024 – 4/2024 (2 Monate)
IT & Entwicklung
Tätigkeitszeitraum

3/2024 – 4/2024

Tätigkeitsbeschreibung

* Implemented a Reinforcement Learning training pipeline to align Large Language Models on human feedback.
* Trained and evaluated a Large Language Model with the developed training pipeline on customer data 

Eingesetzte Qualifikationen

Generative KI, Large Language Models, Pytorch, Natural Language Processing, Agile Methodologie, Python

Data Scientist/ Consultant
QuantumBaselAG, Remote
2/2024 – 3/2024 (2 Monate)
IT & Entwicklung
Tätigkeitszeitraum

2/2024 – 3/2024

Tätigkeitsbeschreibung

* Built a Retrieval-Augmented-Generation (RAG) system to analyze Biomarker reports from cancer patients with a Large Language Model.
* Fine-Tuned a Large Language Model on medical reports 

Eingesetzte Qualifikationen

Generative KI, Large Language Models, Pytorch, Natural Language Processing, Agile Methodologie, Python

Data Scientist/ Consultant
uptownBasel lnfinity Gorp., Remote
11/2023 – 12/2023 (2 Monate)
IT & Entwicklung
Tätigkeitszeitraum

11/2023 – 12/2023

Tätigkeitsbeschreibung

* Consulted the customers on projects in the field of Generative AI.
* Implemented a training-pipeline to fine-tune Large Language Models on customer data.
* Trained and evaluated a Large Language Model to generate Quantum Computing Code based on instructions.

Eingesetzte Qualifikationen

Generative KI, Large Language Models, Pytorch, Natural Language Processing, Agile Methodologie, Python

Data Scientist/ Consultant (Festanstellung)
IBM, Munich
10/2019 – 8/2022 (2 Jahre, 11 Monate)
IT & Entwicklung
Tätigkeitszeitraum

10/2019 – 8/2022

Tätigkeitsbeschreibung

* Developed several AI services with major focus on Natural Language Processing and Computer Vision use cases for customers in the public sector.
* Coordinated and contributed to the implementation of an end-to-end machine learning solution in the automotive sector, including requirements definition, data collection and annotation, model preparation and deployment.
* Trained, validated, and deployed various state-of-the-art deep learning models for defect recognition in vehicles and user anonymization under custom conditions.
* Built and maintained cloud microservices for data processing and machine learning inference at scale.
* Communicated and presented Data Science project topics to customers and stakeholders.

Eingesetzte Qualifikationen

Bilderkennung, Bildverarbeitung, Faltendes Neuronales Netzwerk (CNN), Machine Translation, Maschinelles Lernen, Pandas, Pytorch, Rekurrentes Neuronales Netzwerk (RNN), Scikit-learn, Tensorflow, Transformer, Text Mining, Text-Extraction, Textklassifikation, Agile Methodologie, Scrum, Python, Microsoft Azure

Corporate Student | Project Manager, Software Developer (Festanstellung)
Deutsche Telekom AG, Fulda
10/2015 – 12/2018 (3 Jahre, 3 Monate)
Telekommunikation
Tätigkeitszeitraum

10/2015 – 12/2018

Tätigkeitsbeschreibung

* Developed a machine learning solution to predict the duration of a delivery in the last mile within the scope of a proof of concept.
* Acted as Scrum Master in internal Java-software-development projects.
* Modeled and optimized ITIL operating and service processes in a project team of around 300 people for a customer in the public sector.

Eingesetzte Qualifikationen

ITIL, Maschinelles Lernen, Pandas, Scikit-learn, Agile Methodologie, Projektmanagement (IT), Scrum, Android Entwicklung, Java (allg.), VBA (Visual Basic for Applications), Prozessoptimierung, Prozessmanagement, Requirements Management

Zertifikate

Machine Learning
Stanford | Online (Coursera)
2021

Ausbildung

Data Science
Master of Science
Albstadt‐Sigmaringen University, University of Mannheim
2022
Albstadt
Business Informatics
Bachelor of Science
University of Applied Sciences Leipzig (HfTL)
2018
Leipzig

Über mich

I hold a Master of Science degree in Data Science and a Bachelor of Science degree in Business Informatics.

Weitere Kenntnisse

Programming: Python, R, SQL, Java, Clean Code Principles, Agile Software Development

Machine Learning: Generative AI, Image Classification, Object Detection, Image Segmentation, Text Classification, Named Entity Recognition, Translation, Optical Character Recognition (OCR), Audio Processing, Outlier Detection, Neural Style Transfer, Federated Learning, Explainable AI, Clustering, Forecasting, Data Visualization

Frameworks: PyTorch, TensorFlow, scikit-learn, Hugging Face, spaCy, flairNLP, pandas, numpy, OpenCV, PyMongo, matplotlib, seaborn, ggplot

Databases: PostgreSQL, MongoDB, MySQL

Tools: Git, Jira, Confluence, Trello, VSCode, PyCharm, Azure DevOps, DVC

Processes: Scrum, CRISP-DM

Persönliche Daten

Sprache
  • Deutsch (Muttersprache)
  • Englisch (Fließend)
Reisebereitschaft
auf Anfrage
Arbeitserlaubnis
  • Europäische Union
Home-Office
bevorzugt
Profilaufrufe
27
Alter
27
Berufserfahrung
9 Jahre und 1 Monat (seit 10/2015)

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