These are a set of minimal notes and code snippets. I wrote these notes for myself for quick reference. These notes are a work in progress.


topics

ssm

These notes focus on my use cases of state space models. These are not the linear deterministic kind of SSM used in big bad LLMs like Mamba, but instead Bayesian inference in stochastic (non)linear dynamical models.

llm

Read Ravin’s GenAI guidebook or Vicki Boykis’ normcore-llm.md instead.

research engineering

Filedate modifieddate created
infrastructure as code6:56 PM - December 14, 20248:47 AM - May 03, 2024
mac setup7:23 PM - November 18, 20247:59 AM - January 30, 2024
beartype5:08 PM - November 10, 20249:51 PM - October 12, 2024
pandera10:43 PM - October 12, 202410:32 PM - October 12, 2024
docker9:51 PM - October 12, 202410:10 AM - February 08, 2024
d3.js9:17 AM - October 02, 20246:23 AM - September 25, 2024
observable plot9:09 AM - October 02, 20248:42 AM - October 02, 2024
python versioning, virtual environments and packaging3:54 PM - September 09, 202412:00 AM - January 30, 2024
serverless functions10:58 AM - September 04, 202410:01 AM - September 04, 2024
jax.vmap9:17 AM - August 30, 20248:30 AM - February 04, 2024
splitting keys in jax2:12 AM - June 21, 20241:59 AM - June 21, 2024
python generators1:59 AM - June 21, 20241:42 AM - June 21, 2024
pytensor10:56 AM - June 02, 20243:35 AM - June 01, 2024
mlflow8:58 AM - May 30, 20247:13 AM - May 30, 2024
tqdm to replace training loop7:20 AM - May 03, 20247:16 AM - May 03, 2024
Typer to replace argparse3:57 AM - April 13, 20243:42 AM - April 13, 2024
populate a PostgreSQL database with SQLModel3:40 AM - April 13, 202410:03 AM - March 03, 2024
sqlmodel (sqlalchemy) cascade3:39 AM - April 13, 20243:14 AM - April 13, 2024
mocker9:03 AM - March 24, 20241:51 PM - March 22, 2024
shorten FastAPI app.py with APIRouter1:38 PM - March 11, 20242:23 PM - March 07, 2024

other

Filedate modifieddate created
index6:56 PM - December 14, 20242:57 AM - January 31, 2024
probability integral transform4:03 PM - December 14, 20241:22 PM - December 14, 2024
archive2:33 PM - December 14, 20243:07 AM - January 31, 2024
copula2:32 PM - December 14, 202412:01 PM - December 14, 2024
automatic differentiation6:02 PM - December 01, 20245:45 AM - August 03, 2024
treescope3:06 PM - September 01, 20246:37 AM - August 31, 2024
neural networks in jax4:54 AM - September 01, 20247:02 AM - August 29, 2024
linear model as a neural network11:31 AM - August 29, 20245:32 AM - February 04, 2024
fixed point iteration7:14 AM - August 03, 20243:43 AM - July 30, 2024
implicit function theorem7:09 AM - August 03, 20243:46 AM - August 03, 2024
newton’s method7:07 AM - August 03, 20248:43 AM - July 29, 2024
explicit and implicit layers6:55 AM - August 03, 20243:48 AM - August 03, 2024
INLA9:40 AM - May 10, 20249:22 AM - May 03, 2024
pg_dump8:58 AM - March 24, 20241:47 PM - March 22, 2024
getting these notes online1:53 PM - February 25, 202412:53 PM - February 25, 2024
kernel trick11:58 AM - February 25, 202412:00 PM - February 14, 2024

archive