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Julian Wergieluk-CEO & ML Engineer

Julian Wergieluk
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Germany

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Experience

Jan 2023 - Present
Germany

CEO & ML Engineer

LOLML GmbH

Expertise details
Position Summary
CEO & ML Engineer at LOLML GmbH
Industries
Banking and Finance
Information Technology
Manufacturing
Business Areas
Finance
Information Technology
Operations
  • Consulting: Monte-Carlo scenario analysis of an exotic swaps portfolio (C++, bash, gnuplot)
  • Project selection: Industrial Process Optimization, EDI-Automation, LLM Explainability, Portfolio Optimization, Time-Series
Nov 2019 - Dec 2022
Germany
Hybrid

Machine Learning Engineer

DataRobot

Expertise details
Position Summary
Machine Learning Engineer at DataRobot
Industries
Banking and Finance
Pharmaceutical
Business Areas
Information Technology
Product Development
Research and Development
  • Developed an internal VaR model for market risk
  • Teams:
  • Market scenario generator: hybrid Monte Carlo approach employing a 500-dimensional discretization of the Heath-Jarrow-Morton SPDE (C++ with STL, boost, blitz++, GSL)
  • Model Management and Monitoring (MLOps): online learning models for drift detection and feature distribution monitoring
  • Probabilistic credit market model: statistical analysis and calibration of a default probability term structure model for CDS spreads
  • ContagionNET: probabilistic individual infection risk model, working directly with the CEO
  • Covid Machine: vaccine trial optimization (Moderna), compartmental epidemic modeling
  • Trusted AI: implementation of a prediction intervals model for regression problems (conformal inference)
Sep 2015 - Oct 2019
Munich, Germany

Quantitative Analyst

Allianz Global Investors (risklab)

Expertise details
Position Summary
Quantitative Analyst at Allianz Global Investors (risklab)
Industries
Banking and Finance
Business Areas
Finance
Investments and M&A
  • Designed, implemented, and managed a portfolio optimization framework consisting of:
  • A C# backend employing various LP and QP optimizers from the NAG library
  • Middleware exposing a WebAPI and utilizing RabbitMQ
  • An async C# VSTO Excel frontend
  • Automated risk reporting and data validation processes (Python, Jupyter, bash, Cygwin)
  • Tested and validated a derivatives pricing framework covering inflation-indexed swaps (MATLAB, Python, C#)
Apr 2015 - Dec 2018

Research Associate

University of Freiburg

Expertise details
Position Summary
Research Associate at University of Freiburg
Industries
Education
Energy
Banking and Finance
Business Areas
Research and Development
  • Python ML stack: numpy, pandas, matplotlib, PyTorch, scikit-learn, scipy, streamlit
  • Models: Deep Learning, NLP, Large Language Models, Time-series, Computer Vision, Reinforcement Learning
  • Research topics: financial mathematics, statistics, stochastic analysis, energy markets
  • Linux: standard UNIX tools (bash, vim, git, etc.); Arch Linux + i3
  • Teaching: mathematics for engineers, mathematical statistics, and stochastic analysis (8 courses)
  • Others: PyCharm, LaTeX
  • Published a problem book in probability and statistics
Feb 2011 - Mar 2015

Research Associate

Chemnitz University of Technology

Expertise details
Position Summary
Research Associate at Chemnitz University of Technology
Industries
Education
Business Areas
Research and Development
  • Python ML stack: numpy, pandas, matplotlib, PyTorch, scikit-learn, scipy, streamlit
  • Models: Deep Learning, NLP, Large Language Models, Time-series, Computer Vision, Reinforcement Learning
  • Research topics: financial mathematics, statistics, stochastic analysis, energy markets
  • Linux: standard UNIX tools (bash, vim, git, etc.); Arch Linux + i3
  • Teaching: mathematics for engineers, mathematical statistics, and stochastic analysis (8 courses)
  • Others: PyCharm, LaTeX
  • Published a problem book in probability and statistics
Jan 2008 - Jan 2011
Vienna, Austria

Quantitative Analyst

Raiffeisen Bank International AG

Expertise details
Position Summary
Quantitative Analyst at Raiffeisen Bank International AG
Industries
Banking and Finance
Business Areas
Finance
Investments and M&A

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Banking and Finance, Education, Information Technology, Manufacturing, Energy, and Pharmaceutical.

Banking and Finance
Education
Information Technology
Manufacturing
Energy
Pharmaceutical
Profile match chart

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Research and Development, Finance, Investments and M&A, Information Technology, Operations, and Product Development.

Research and Development
Finance
Investments and M&A
Information Technology
Operations
Product Development
Profile match chart

Summary

A versatile engineer with in-depth mathematics, machine learning, and software development skills.

Skills

  • Python Ml Stack: Numpy, Pandas, Matplotlib, Pytorch, Scikit-learn, Scipy, Streamlit

  • Models: Deep Learning, Nlp, Large Language Models, Time-series, Computer Vision, Reinforcement Learning

  • Linux: Standard Unix Tools (Bash, Vim, Git, Etc.); Arch Linux+i3

  • Others: Pycharm, Latex

Languages

Polish
Native
German
Advanced
English
Advanced
Japanese
Elementary

Education

Vienna University of Technology

Dipl.-Ing. degree in mathematics, focus on abstract algebra (group theory, homology theory), topology, symbolic computation and · Mathematics · Vienna, Austria

Certifications & licenses

Deep Reinforcement Learning, a Nanodegree

risklab (Allianz Global Investors)

Deep Learning, a 5-course Specialization

deeplearning.ai on Coursera

Statistics

Experience

Total positions 6
Experience in Banking and Finance 14 y
Avg length 3 y 6 m
Longest experience 4 y 1 m

Global Experience

Countries worked in 2 (Germany, Austria)
Primary country Germany

Expertise

Recent roles CEO & ML Engineer, Machine Learning Engineer, Quantitative Analyst
Main industries Banking and Finance, Education, Information Technology
Main business areas Research and Development, Finance, Investments and M&A

Qualifications

Highest degree Master
Certifications earned 2

Profile

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Frequently asked questions

Do you have questions? Here you can find further information.

What languages does Julian speak?

Julian speaks the following languages: Polish (Native), German (Advanced), English (Advanced), Japanese (Elementary).

How many years of experience does Julian have?

Julian has at least 18 years of experience. During this time, Julian has worked in at least 4 different roles and for 6 different companies. The average length of individual experience is 3 years and 1 month. Note that Julian may not have shared all experience and actually has more experience.

What roles would Julian be best suited for?

Based on recent experience, Julian would be well-suited for roles such as: CEO & ML Engineer, Machine Learning Engineer, Quantitative Analyst.

What is Julian's latest experience?

Julian's most recent position is CEO & ML Engineer at LOLML GmbH.

What companies has Julian worked for in recent years?

In recent years, Julian has worked for LOLML GmbH and DataRobot.

Which industries is Julian most experienced in?

Julian is most experienced in industries like Banking and Finance, Education, and Energy. Julian also has some experience in Information Technology, Manufacturing, and Pharmaceutical.

Which business areas is Julian most experienced in?

Julian is most experienced in business areas like Research and Development, Finance, and Investments and M&A. Julian also has some experience in Information Technology, Operations, and Product Development.

Which industries has Julian worked in recently?

Julian has recently worked in industries like Banking and Finance, Information Technology, and Manufacturing.

Which business areas has Julian worked in recently?

Julian has recently worked in business areas like Information Technology, Finance, and Operations.

What is Julian's education?

Julian holds a Master in Mathematics from Vienna University of Technology.

Does Julian have any certificates?

Julian has 2 certificates. These include: Deep Reinforcement Learning, a Nanodegree, Deep Learning and a 5-course Specialization.

What is the availability of Julian?

The availability of Julian needs to be confirmed.

What is the rate of Julian?

Julian's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Julian?

To hire Julian, click the Meet button on the profile to request a meeting and discuss your project needs.

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