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axelfhagen/README.md

Hi there, I'm Axel! πŸ‘‹

Typing SVG

about me

I have an MSc in Physics & Mathematics (Industrial Mathematics) from NTNU with a focus on data science and statistics, and I now work at KPMG Norway. I enjoy building software, though I'm more of a data person than a traditional developer.

  • πŸŽ“ my thesis was on validation and uncertainty of neural networks, done together with Kongsberg Discovery
  • πŸ€– before that i worked part-time as an AI engineer at Kongsberg Discovery (computer vision for underwater imaging), and in data/software roles at ABAX and KPMG
  • 🌍 exchange year in Mathematical Engineering at Politecnico di Milano (AI & deep learning), plus a semester at Kyushu University in Japan

things i'm actually good at

Python TensorFlow PyTorch scikit-learn Pandas NumPy

things i pretend to be good at

JavaScript React Node.js C++ R Google Cloud Azure Git

stuff i've built

Project Description
stpetersburg-paradox Simulating 10^13 coin flip games to see what an infinite expected value actually looks like
AIS-forecast Predicting where cargo ships go from AIS data (group project at NTNU)
MedicalQuestionAnswering Answering medical questions with retrieval + BERT and FLAN-T5 (Polimi NLP group project)
cryptopunks-trait-decomposition NMF from scratch that pulls hats, hair and pipes out of CryptoPunk images
CNN-plant-health-classifier CNN that classifies healthy vs unhealthy plants (Polimi course competition)
LSTM-timeseries-forecasting Time series forecasting using LSTM recurrent neural networks in TensorFlow (Polimi course competition)
plog-social Photo sharing app for friends, FastAPI + Next.js (work in progress)
first-website My personal website built in React, live at axelf.no

when i'm not staring at a loss function

  • ESN - herding 100+ exchange students across Europe and hoping nobody gets lost
  • πŸŽ™οΈ Podcasting - host for Engineers Without Borders Podcast (yes, engineers can talk)
  • πŸ”οΈ NTNUI Skiing and Mountaineering - social committee member, convincing people that mountains are fun actually
  • ⚑ Events - if there's a spreadsheet and a group chat, i'm probably organizing something

say hi

LinkedIn Email GitHub Website


πŸ’­ "used to teach computers to look at the ocean floor so i didn't have to"

Popular repositories Loading

  1. LSTM-timeseries-forecasting LSTM-timeseries-forecasting Public

    Multi-step time series forecasting with LSTM and Conv1D models in Keras (AN2DL homework, PoliMi)

    Jupyter Notebook 2

  2. sinking-of-vasa sinking-of-vasa Public

    Simulating how a ship rolls and capsizes with Euler and RK4, plus a Vasa scenario (TMA4320, NTNU)

    Jupyter Notebook

  3. cryptopunks-trait-decomposition cryptopunks-trait-decomposition Public

    NMF from scratch in NumPy, used to pull traits out of CryptoPunk images (TMA4320, NTNU)

    Jupyter Notebook

  4. Monte-Carlo-monomer-chain Monte-Carlo-monomer-chain Public

    Metropolis Monte Carlo of charged monomers and polymers on a 2D grid (TMA4320, NTNU)

    Jupyter Notebook

  5. minimal-norm-solution-SVD minimal-norm-solution-SVD Public

    A Jupyter notebook exploring minimal-norm solutions of linear systems of linear equations with non or infinite solutions using Singular Value Decomposition. Beating numpy.linalg.solve. Project in c…

    Jupyter Notebook

  6. CNN-plant-health-classifier CNN-plant-health-classifier Public

    Healthy vs unhealthy plant classifier with a fine-tuned MobileNetV2 (AN2DL homework, PoliMi)

    Jupyter Notebook