interrim feedback
@ -1,6 +1,6 @@
|
||||
# Shallow Neural Network Training Coursework
|
||||
|
||||
Evaluating a neural network using the MatLab `cancer_dataset`.
|
||||
Evaluating a neural network using the MatLab `cancer_dataset`. Development contained in the [nncw.ipynb](nncw.ipynb) notebook.
|
||||
|
||||
1. Evaluate the network's tendency to overfit by varying the number of epochs and hidden layers being used
|
||||
2. Multiple classifier performance using majority vote
|
||||
|
BIN
graphs/exp1-test5-acc-surf.png
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graphs/exp1-test5-error-rate-curves.png
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graphs/exp1-test5-test-train-error-rate-std.png
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graphs/exp1-test5-test-train-error-rate.png
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graphs/exp1-test6-acc-surf.png
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graphs/exp1-test6-error-rate-curves.png
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graphs/exp1-test6-test-train-error-rate-std.png
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graphs/exp1-test6-test-train-error-rate.png
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510
nncw.ipynb
742
report/interrim-feedback.lyx
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@ -0,0 +1,742 @@
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Andy Pack / 6420013
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Experiment 1
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The below results were obtained using a single hidden layer neural network
|
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using the Tensorflow library.
|
||||
Two test cases are shown, I was expecting the test error rate to increase
|
||||
more as epochs went on so the latter has a much higher learning rate to
|
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Case 1
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||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
[1, 2, 4, 8, 16, 32, 64, 100, 150, 200]
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
</row>
|
||||
<row>
|
||||
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Optimiser
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Stochastic Gradient Descent
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
</row>
|
||||
<row>
|
||||
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Learning Rate
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
<cell alignment="center" valignment="top" topline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
1.5
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
</row>
|
||||
<row>
|
||||
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Momentum
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
<cell alignment="center" valignment="top" topline="true" bottomline="true" leftline="true" rightline="true" usebox="none">
|
||||
\begin_inset Text
|
||||
|
||||
\begin_layout Plain Layout
|
||||
0.5
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
</cell>
|
||||
</row>
|
||||
</lyxtabular>
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Standard
|
||||
\begin_inset Float figure
|
||||
placement H
|
||||
wide false
|
||||
sideways false
|
||||
status open
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\noindent
|
||||
\align center
|
||||
\begin_inset Graphics
|
||||
filename ../graphs/exp1-test6-error-rate-curves.png
|
||||
lyxscale 10
|
||||
width 75col%
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\begin_inset Caption Standard
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Test error rates for different numbers of nodes over different epochs
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Standard
|
||||
\begin_inset Float figure
|
||||
placement H
|
||||
wide false
|
||||
sideways false
|
||||
status open
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\noindent
|
||||
\align center
|
||||
\begin_inset Graphics
|
||||
filename ../graphs/exp1-test6-test-train-error-rate.png
|
||||
lyxscale 10
|
||||
width 100col%
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\begin_inset Caption Standard
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Test and train error rates for different numbers of nodes over different
|
||||
epochs
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Standard
|
||||
\begin_inset Float figure
|
||||
placement H
|
||||
wide false
|
||||
sideways false
|
||||
status open
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\noindent
|
||||
\align center
|
||||
\begin_inset Graphics
|
||||
filename ../graphs/exp1-test6-test-train-error-rate-std.png
|
||||
lyxscale 10
|
||||
width 100col%
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\begin_layout Plain Layout
|
||||
\begin_inset Caption Standard
|
||||
|
||||
\begin_layout Plain Layout
|
||||
Test and train error rate standard deviations for different numbers of nodes
|
||||
over different epochs
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\end_inset
|
||||
|
||||
|
||||
\end_layout
|
||||
|
||||
\end_body
|
||||
\end_document
|
@ -1 +0,0 @@
|
||||
[[{"nodes": 2, "epochs": 1, "history": {"loss": [0.8055669069290161], "accuracy": [0.343839555978775]}, "results": [0.7856358289718628, 0.345714271068573], "optimizer": {"name": "SGD", "learning_rate":
|