Algorithmic VS probabilistic ML @quantopian @twiecki #ODSCpic.twitter.com/VDgTKcEnpU
• goth gremlin • computational cognitive/neuroscience modeling • geek & techish Cypriot • plant aficionada • came up with #bropenscience • http://neuroplausible.com •
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Algorithmic VS probabilistic ML @quantopian @twiecki #ODSCpic.twitter.com/VDgTKcEnpU
Basic Bayes with coin tosses. Update prior to posterior belief. @quantopian @twiecki #ODSCpic.twitter.com/vB1l9xQaX9
PYMC3: Markov chain Monte Carlo and variational inference and more using #theano as a backend @quantopian @twiecki #ODSCpic.twitter.com/1HQMnYzeSc
Basic example of a simple binary classification of a nonlinearly separable dataset @quantopian @twiecki #ODSCpic.twitter.com/6gJC2mKde4
Our perceptron model is specified in terms of prior distribution for the network's connection weights @quantopian @twiecki #ODSCpic.twitter.com/F1TObGSHGr
Our little perceptron is trying hard but it's only got one layer poor shallow baby. @quantopian @twiecki #ODSCpic.twitter.com/jDkfhcuRnf
Time to go deeper. Add some more layers. Stack up the perceptrons.
@quantopian @twiecki #ODSCpic.twitter.com/HvRM0ZgJSC
Bayesian neural network works! Yay! @quantopian @twiecki #ODSCpic.twitter.com/DtMoZpScTX
Plotting the uncertainty of the Bayesian neural network around the class boundary. @quantopian @twiecki #ODSCpic.twitter.com/JkmAAz8eUy
Blog post to learn more: Lasagne and PyMC3 for Convolutional neural networks trained on MNIST
@quantopian @twiecki #ODSCpic.twitter.com/DJpmG0YZKY
More resources specifically for quantitative finance (grodies jk not jk) @quantopian @twiecki #ODSCpic.twitter.com/rp4cygIg6u
More & more resources on PyMC3, Bayesian neural networks, probabilistic programming, and the puppy book!
@quantopian @twiecki #ODSCpic.twitter.com/jA0das5XXp
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