brain of mat kelcey...

an illustrative einsum example

May 27, 2020 at 12:00 AM | categories: talk, short_tute

code (and youtube walkthrough) of a port of some numpy code i did recently to einsum that i thought was illustrative.

April 11, 2020 at 12:34 PM | categories: short_tute, three_strikes_rule

quick example code of a simple way to gauge baseline random performance.

March 03, 2020 at 06:00 PM | categories: short_tute, three_strikes_rule

quick example code demoing a way to derive class_weights from performance on validation data. this can often speed training up.

February 27, 2020 at 12:00 PM | categories: short_tute, three_strikes_rule

some code showing how you can init the bias of classifier to match the base distribution of your training data.

January 29, 2020 at 12:00 AM | categories: short_tute

some code that demos how to run pybullet for generating a truck load of synthetic training under google cloud dataflow.

April 06, 2018 at 06:00 PM | categories: short_tute

a short walkthrough explainer on fully convolutional networks.

FPGA wavenets : eurorack audio processing neural nets running at ~200,000 inferences/sec (oct 2023)

dithernet very slow movie player : a GAN that slowly plays a movie over a year on an eink screen (oct 2020)

evolved channel selection : neural networks robust to any subset of input channels, at any resolution (mar 2021)

ensemble nets : training ensembles as a single model using jax on a tpu pod slice (sept 2020)

bnn : counting bees with a rasp pi (may 2018)

drivebot : learning to do laps with reinforcement learning and neural nets (feb 2016)

wikipedia philosophy : do all first links on wikipedia lead to philosophy? (aug 2011)

the co-evolution of cooperative behaviour (1997) evolving neural nets with genetic algorithms for communication problems.