Sketches

See the idea.

A field note drawn out, a concept you can move, or a prototype. Teaching is on Learn. Consulting is on Contact.

• Causal ML

  Dynamic Pricing

  Causal pricing, price as a treatment, then a feasible decision.

  Python · Causal DML · Causal Forests · Clustering · Optimization · MLOps

• Quant

  Macro-Driven Equity Positioning

  Macro signals in, a regime out, then a posture.

  LangChain · Ollama · Weaviate · FRED · Pydantic

• Visualization

  Inflation and Investments

  What inflation does to a portfolio, as a story you walk through.

  D3 · Narrative visualization

• ML Systems

  Two clocks

  Production latency is also the gap between the state a model reads and the state a report shows later. A correct call can look like a failure if you score the wrong clock.

  Framer Motion · decision time · report time

• Agent Experiments

  Agent Loop Notes

  I am collecting failure modes: tool loops, stale retrieval, ontology misses. Not a product. A lab notebook.

  agents · evaluation

• Visualization

  John Snow, Cholera, and Data

  The Broad Street pump, retold as a data story.

  D3 · Spatial narrative

• Machine Learning

  VAEs and GANs from Scratch

  Two generative families, and how they fail.

  PyTorch · VAEs · GANs · CelebA

• Machine Learning

  Neural Style Transfer

  Starry nights over Toronto.

  Python · Neural style transfer