cat consulting.md

domains

• financial time-series modelling and forecasting
• remote-sensing and Earth-observation data
• precision agriculture
• biomedical / behavioural data analysis

selected proofs-of-concept

• Multi-agent active-inference hide-and-seek demo — two AIF agents playing hide-and-seek; used as a technical proof point in client investor pitches.
• Active-inference agents for Atari gameplay — exploring how AIF scales to high-dimensional pixel-based control with a compact parameter budget.
• sppcax — sparse probabilistic PCA in JAX; commissioned by an industry client, released open-source.

engagements

  2025–2026   VERSES AI            ML/AI consultant (2nd engagement)
  2025        Primordia Co.        ML/AI consultant
  2023–2025   VERSES AI            ML/AI consultant (1st engagement)
  2022–2023   Digital Gaia, Inc.   ML/AI consultant
  2021–2022   Nested Minds (UK)    senior researcher

stack

Python · NumPyro/JAX · Pyro/PyTorch · PyMC. GPU and SLURM-based cluster workloads.

talks

• Active Inference Institute — extended session on active inference for multi-armed bandits (YouTube)
• Slide decks from past talks — slides.com/dimarkov

status

> available for new engagements — reach out via github