Paramterisations
Machine Learning
We typically think of Deep Learning as an end-to-end process;
a black box with an input and an output.
Who’s that Pokémon?
Who’s that Pokémon?
\[\begin{bmatrix}\vdots\\a_{23}\\a_{24}\\a_{25}\\a_{26}\\a_{27}\\\vdots\\\end{bmatrix}=\begin{bmatrix}\vdots\\0\\0\\1\\0\\0\\\vdots\\\end{bmatrix}\] It’s Pikachu!
Neural Net by 3Blue1Brown under fair dealing.
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Machine Learning
Machine Learning in Science
-Neural Net by 3Blue1Brown under fair dealing.
Pikachu © The Pokemon Company, used under fair dealing.
Interfacing
Mathematical Bridge by cmglee used under CC BY-SA 3.0
Interfacing
Interfacing - Our Solution
runtime
Fully-connected neural networks
Image source: 3Blue1Brown
Convolutional neural networks (CNNs): why?
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Image source: Machine Learning Mastery