My main focus is the implementation and development of data scientific models and data cleansing. The implementation focuses on available NLP models.
Aktualisiert am 08.04.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 08.04.2024
Verfügbar zu: 100%
davon vor Ort: 20%
Mathematic Modelling
Python
Data Scientist
NLP
Machine Learning
TensorFlow
PyTorch
Keras
Pandas
Physics
Maths
SQL
German
Muttersprache
English
Verhandlungssicher
Kurdish

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 year 9 months
2023-01 - now

Development of Cloud Computing solutions for clients using AWS

Co-Founder/ Software Engineer
Co-Founder/ Software Engineer
  • Development of Cloud Computing solutions for clients using AWS
  • Using NLP embeddings and vector database Milvus to implement potent document search
  • Creating API automations to track clients metrics across multiple sources
  • Created dashboards with Google Lookerstudio for data-driven client decisions, enhancing business data overview
On Request
Aachen
1 year 4 months
2022-10 - 2024-01

Conducted simulations using Lumerical FDTD to identify and analyse loss sources

Researcher
Researcher
  • Systematically investigated the efficiency of semiconductor spin qubit to photon interfaces
  • Conducted simulations using Lumerical FDTD to identify and analyse loss sources
  • Utilised Python, including data science tools and visualisation libraries, to interpret simulation data
  • Achieved a significant efficiency increase of 5% through detailed analysis and optimisation
Institute of Photonics
Aachen
7 months
2022-04 - 2022-10

Error mitigation, improving the usecase (TSP)

Research Intern - Quantum Algorithm Engineer
Research Intern - Quantum Algorithm Engineer

  • Advanced the Quantum Approximate Optimization Algorithm (QAOA) using Qiskit, Python, and IBM Quantum Cloud
  • Focused on error mitigation, improving the usecase (TSP) and optimizing test cases
  • Accelerated the initial implementation of the mitigation algorithm by 50 % while addressing quantum computer noise issues

Accenture
Dusseldorf
3 years 6 months
2017-10 - 2021-03

Implemented custom layers and loss functions

Researcher
Researcher
  • Analysed Monte-Carlo simulated particle accelerator data (LHC CMS) with truth information for vertex reconstruction
  • Developed a supervised learning neural network to classify particle sources as secondary or primary vertices
  • Constructed a symmetric matrix representing a graph with edges as probabilities indicating source equality
  • Implemented custom layers and loss functions using Python, TensorFlow, and Keras
  • Achieved classification performance with an ROC Curve, attaining an AUC of 0.8
CERN - RWTH Aachen University
Aachen

Aus- und Weiterbildung

Aus- und Weiterbildung

2 years 10 months
2021-04 - 2024-01

M.Sc. in Physics

RWTH Aachen University
RWTH Aachen University
  • Specialization in Quantum Technology, Quantum Information, and Computer Science.
  • Relevant Coursework: Data Science, Machine Learning, Quantum Information
3 years 6 months
2017-10 - 2021-03

B.Sc. in Physics

RWTH Aachen University
RWTH Aachen University

Kompetenzen

Kompetenzen

Top-Skills

Mathematic Modelling Python Data Scientist NLP Machine Learning TensorFlow PyTorch Keras Pandas Physics Maths SQL

Produkte / Standards / Erfahrungen / Methoden

Summary:

I am a physicist with computer science skills gained from my own projects, research, and running an IT consultancy with my co-founders. I love using physics and data analysis to solve real-world problems. Quick to learn and always ready to take on new technology, I thrive under pressure.


Python Libraries:

  • Numpy
  • Pandas
  • Matplotlib
  • Scipy
  • TensorFlow
  • Keras
  • PyTorch
  • Qiskit
  • Strawberry-Fields


Tools:

  • Git
  • Docker
  • Linux
  • AWS
  • IBM Quantum Cloud
  • Lumerical FDTD
  • LabView
  • Milvus
  • LaTeX

Programmiersprachen

Python
Experte
TypeScript
Basics
JavaScript
Basics
Matlab
Basics
C++
Basics

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 year 9 months
2023-01 - now

Development of Cloud Computing solutions for clients using AWS

Co-Founder/ Software Engineer
Co-Founder/ Software Engineer
  • Development of Cloud Computing solutions for clients using AWS
  • Using NLP embeddings and vector database Milvus to implement potent document search
  • Creating API automations to track clients metrics across multiple sources
  • Created dashboards with Google Lookerstudio for data-driven client decisions, enhancing business data overview
On Request
Aachen
1 year 4 months
2022-10 - 2024-01

Conducted simulations using Lumerical FDTD to identify and analyse loss sources

Researcher
Researcher
  • Systematically investigated the efficiency of semiconductor spin qubit to photon interfaces
  • Conducted simulations using Lumerical FDTD to identify and analyse loss sources
  • Utilised Python, including data science tools and visualisation libraries, to interpret simulation data
  • Achieved a significant efficiency increase of 5% through detailed analysis and optimisation
Institute of Photonics
Aachen
7 months
2022-04 - 2022-10

Error mitigation, improving the usecase (TSP)

Research Intern - Quantum Algorithm Engineer
Research Intern - Quantum Algorithm Engineer

  • Advanced the Quantum Approximate Optimization Algorithm (QAOA) using Qiskit, Python, and IBM Quantum Cloud
  • Focused on error mitigation, improving the usecase (TSP) and optimizing test cases
  • Accelerated the initial implementation of the mitigation algorithm by 50 % while addressing quantum computer noise issues

Accenture
Dusseldorf
3 years 6 months
2017-10 - 2021-03

Implemented custom layers and loss functions

Researcher
Researcher
  • Analysed Monte-Carlo simulated particle accelerator data (LHC CMS) with truth information for vertex reconstruction
  • Developed a supervised learning neural network to classify particle sources as secondary or primary vertices
  • Constructed a symmetric matrix representing a graph with edges as probabilities indicating source equality
  • Implemented custom layers and loss functions using Python, TensorFlow, and Keras
  • Achieved classification performance with an ROC Curve, attaining an AUC of 0.8
CERN - RWTH Aachen University
Aachen

Aus- und Weiterbildung

Aus- und Weiterbildung

2 years 10 months
2021-04 - 2024-01

M.Sc. in Physics

RWTH Aachen University
RWTH Aachen University
  • Specialization in Quantum Technology, Quantum Information, and Computer Science.
  • Relevant Coursework: Data Science, Machine Learning, Quantum Information
3 years 6 months
2017-10 - 2021-03

B.Sc. in Physics

RWTH Aachen University
RWTH Aachen University

Kompetenzen

Kompetenzen

Top-Skills

Mathematic Modelling Python Data Scientist NLP Machine Learning TensorFlow PyTorch Keras Pandas Physics Maths SQL

Produkte / Standards / Erfahrungen / Methoden

Summary:

I am a physicist with computer science skills gained from my own projects, research, and running an IT consultancy with my co-founders. I love using physics and data analysis to solve real-world problems. Quick to learn and always ready to take on new technology, I thrive under pressure.


Python Libraries:

  • Numpy
  • Pandas
  • Matplotlib
  • Scipy
  • TensorFlow
  • Keras
  • PyTorch
  • Qiskit
  • Strawberry-Fields


Tools:

  • Git
  • Docker
  • Linux
  • AWS
  • IBM Quantum Cloud
  • Lumerical FDTD
  • LabView
  • Milvus
  • LaTeX

Programmiersprachen

Python
Experte
TypeScript
Basics
JavaScript
Basics
Matlab
Basics
C++
Basics

Vertrauen Sie auf Randstad

Im Bereich Freelancing
Im Bereich Arbeitnehmerüberlassung / Personalvermittlung

Fragen?

Rufen Sie uns an +49 89 500316-300 oder schreiben Sie uns:

Das Freelancer-Portal

Direktester geht's nicht! Ganz einfach Freelancer finden und direkt Kontakt aufnehmen.