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CHILD INTELLIGENT ASSESSMENT TOOL
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2020-046
CHILD INTELLIGENT ASSESSMENT TOOL
Commits
c34f4457
Commit
c34f4457
authored
Sep 23, 2020
by
Gunasinghe M.D.
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505acad0
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import
matplotlib.pyplot
as
plt
import
numpy
as
np
def
plot_model_history
(
model_history
):
fig
,
axs
=
plt
.
subplots
(
1
,
2
,
figsize
=
(
15
,
5
))
# summarize history for accuracy
axs
[
0
]
.
plot
(
range
(
1
,
len
(
model_history
.
history
[
'acc'
])
+
1
),
model_history
.
history
[
'acc'
])
axs
[
0
]
.
plot
(
range
(
1
,
len
(
model_history
.
history
[
'val_acc'
])
+
1
),
model_history
.
history
[
'val_acc'
])
axs
[
0
]
.
set_title
(
'Model Accuracy'
)
axs
[
0
]
.
set_ylabel
(
'Accuracy'
)
axs
[
0
]
.
set_xlabel
(
'Epoch'
)
axs
[
0
]
.
set_xticks
(
np
.
arange
(
1
,
len
(
model_history
.
history
[
'acc'
])
+
1
),
len
(
model_history
.
history
[
'acc'
])
/
10
)
axs
[
0
]
.
legend
([
'train'
,
'val'
],
loc
=
'best'
)
# summarize history for loss
axs
[
1
]
.
plot
(
range
(
1
,
len
(
model_history
.
history
[
'loss'
])
+
1
),
model_history
.
history
[
'loss'
])
axs
[
1
]
.
plot
(
range
(
1
,
len
(
model_history
.
history
[
'val_loss'
])
+
1
),
model_history
.
history
[
'val_loss'
])
axs
[
1
]
.
set_title
(
'Model Loss'
)
axs
[
1
]
.
set_ylabel
(
'Loss'
)
axs
[
1
]
.
set_xlabel
(
'Epoch'
)
axs
[
1
]
.
set_xticks
(
np
.
arange
(
1
,
len
(
model_history
.
history
[
'loss'
])
+
1
),
len
(
model_history
.
history
[
'loss'
])
/
10
)
axs
[
1
]
.
legend
([
'train'
,
'val'
],
loc
=
'best'
)
plt
.
show
()
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