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Hi, I’m Markus 👋

I’m interested in machine learning, AI, and scientific computing, especially projects where theory meets practical implementation.

Most of what you’ll find here are learning-driven and research-style projects: building models from scratch, experimenting with neural architectures, and creating end-to-end pipelines for data, training, and evaluation.

Featured projects

  • ML library from scratch
    Traditional ML models and neural network layers implemented using low-level numerical operations to better understand optimization and model behavior.

  • Character-level Transformer
    A decoder-only Transformer trained to generate Harry Potter–style text.

  • Active learning for molecular potentials
    Scripts and workflows for training machine learning potentials with active learning.

  • Small side projects
    Including a simple Python-based Tetris game.

Tools

  • Python, C, SQL, R, Julia, MATLAB, Shell, Scala
  • NumPy, Pandas, scikit-learn, PyTorch, TensorFlow
  • Git, Linux

📫 mk.junttila@gmail.com
🔗 LinkedIn

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