Discover my work in data & AI

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ML & AI

I do forecasting of time series data, the whole pipeline from data engineering to deployment. For this I make use of ensemble models that I create out of statistical models, Machine Learning and AI transformers. Besides, this I have a great interest in all things AI, and have built RAG systems as well as set up autonomously working agents.

Teaching

I have significant experience teaching mathematics, statistics, linear algebra, and geometry at both Chalmers and Linköping University. In addition to this, I have several years under my belt as a teacher in schools and as a self-employed private tutor.

Professional experience

Data Scientist / AI Developer · IMI

Gothenburg

ML/AI models for sales forecasting and inventory levels. Python end-to-end: data engineering, traditional stats, modern ML, ensembles. RAG and LLM techniques in smaller projects.

Developer · Independent project

ML model for MMA fight outcome probabilities vs. betting odds.

Novelist · Independent writer

I wrote a novel.

Teacher · Tokarpsskolan

Linköping

High school, mathematics, technology, class mentor.

Teacher · Linköping University

Linköping

Linear algebra.

Biostatistician · AstraZeneca

Gothenburg

R programs for patient sample-size calculations in clinical studies.

Teacher · Chalmers

Gothenburg

Exercise leader in statistics and discrete mathematics.

Tutor · Läxhjälp Örgryte (own company)

Gothenburg

Private tutoring in mathematics, French, German, and Swedish.

Substitute teacher · Lärarpartner

Gothenburg

High school and elementary school.

2008–2013: carpentry, waiter, construction, nurse's assistant.

Education

Master's · Mathematical statistics

Gothenburg University

Thesis on opinion dynamics — discrete mathematics and probability, analytical and numerical approaches.

Bachelor's · Mathematics

Linköping University — focus on mathematical statistics

Thesis on experimental design.

German · Freestanding course

Umeå University

German.

Freestanding courses

Gothenburg University

Mathematics, history, history of ideas, philosophy.

Lycée Jules Viette

Montbéliard, France — natural sciences

Studied for one semester in a French high school, natural sciences' program.

Hvitfeldtska high school

Gothenburg — natural sciences, French orientation

Natural sciences' program, French orientation.

Scholarships

  • 2012 — Month in Paris studying French culture.
  • 2009 — Month in eastern France studying French.
  • I have a driver's license and a car.

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