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.

measuring baseline random performance for an N way classifier

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.

deriving class_weights from validation data

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.

initing the biases in a classifer to closer match training data

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.

minimal example of running pybullet under google cloud dataflow

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.

fully convolutional networks

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

a short walkthrough explainer on fully convolutional networks.

popular posts...

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)

cartpole++ : deep RL hacking with a complex 3d cart pole environment (aug 2016)

malmomo : deep RL hacking on minecraft with malmo (jan 2017)

some papers from my time at google research / brain...

my honours thesis

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

old projects...