brain of mat kelcey...
the map interpretation of attention
August 19, 2020 at 10:30 AM | categories: talk, three_strikes_rule
a talk i did at melbourne ml/ai on how attention mechanism can be interpretated as a form of differentiable map. check out the recording!
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.
popular posts...
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)
some papers from my time at google research / brain...
- Natural Questions: a Benchmark for Question Answering Research
- Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping
- WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia
my honours thesis
the co-evolution of cooperative behaviour (1997) evolving neural nets with genetic algorithms for communication problems.
old projects...
- latent semantic analysis via the singular value decomposition (for dummies)
- semi supervised naive bayes
- statistical synonyms
- round the world tweets
- decomposing social graphs on twitter
- do it yourself statistically improbable phrases
- should i burn it?
- the median of a trillion numbers
- deduping with resemblance metrics
- simple supervised learning / should i read it?
- audioscrobbler experiments
- chaoscope experiment