Please answer the question in short How does the test loss change as learning progresses
Please answer the question in short How does the test loss change as learning progresses
Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
Related questions
Question
Please answer the question in short
How does the test loss change as learning progresses ?
![1
2.3
Table 1: Neural Network Playground
Data
Structure
****
Q Search
2 hidden
layers:
- 4 neurons
in 15
-2 neurons
in 2nd
1 hidden
layer:
-4 neurons
in 1st
Activation
Function
Tanh
Tanh
8
9
Training &
Test Loss at
low epochs
(pause at
low values)
(29 epochs)
Test loss
0.218
• A U I
Training
loss 0.165
loss
0.227
(22 epochs)
test loss
0.228
training
B
11 12 13
qo'y
+ 12
14 15
n
Training visualization at
low epochs
16
Training &
Test Loss at
>500 epochs
Test loss
0.001
(540 epochs)
Training loss
0.001
Calibri
17
(502 epochs)
test loss
0.019
training loss
0.006
18
عرض إدراج التنسيق أدوات مساعدة
نص عادي
19 20 21
24
22
Y
Train & Test visualization at
>500 epochs
(select 'show test data')
100%
23
ENG
24
25](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F3548c3cc-4634-4572-9dd3-ecfb228741f3%2F8393814e-9c5e-46e1-93fb-41fcfb9ee295%2Fd1v60cu_processed.jpeg&w=3840&q=75)
Transcribed Image Text:1
2.3
Table 1: Neural Network Playground
Data
Structure
****
Q Search
2 hidden
layers:
- 4 neurons
in 15
-2 neurons
in 2nd
1 hidden
layer:
-4 neurons
in 1st
Activation
Function
Tanh
Tanh
8
9
Training &
Test Loss at
low epochs
(pause at
low values)
(29 epochs)
Test loss
0.218
• A U I
Training
loss 0.165
loss
0.227
(22 epochs)
test loss
0.228
training
B
11 12 13
qo'y
+ 12
14 15
n
Training visualization at
low epochs
16
Training &
Test Loss at
>500 epochs
Test loss
0.001
(540 epochs)
Training loss
0.001
Calibri
17
(502 epochs)
test loss
0.019
training loss
0.006
18
عرض إدراج التنسيق أدوات مساعدة
نص عادي
19 20 21
24
22
Y
Train & Test visualization at
>500 epochs
(select 'show test data')
100%
23
ENG
24
25
![→ C A Not secure playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=gauss®Dataset=reg-plane&learning Rate=0.03®ulari...
3
DATA
Which dataset do
you want to use?
DA
Ratio of training to
test data: 50%
Noise: 0
Batch size: 10
REGENERATE
--
▶I
FEATURES
Which properties
do you want to
feed in?
Epoch
000,022
X₂
X₂
X₁²
X₂²
X,X₂
sin(X₁)
Q Search
sin(X₂)
Learning rate
0.03
Y
+ -
-
Activation
Tanh
Y
Regularization
None
0 HIDDEN LAYERS
▾
Regularization rate
0
OUTPUT
Test loss 0.002
Training loss 0.001
5 4 3 2
Y
3 -2 -1
Colors shows
data, neuron and
weight values.
-1
Problem type
Classification
*
0
5
3
2
-0
-1
-2
-6
0 1 2 3 4 5 6](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F3548c3cc-4634-4572-9dd3-ecfb228741f3%2F8393814e-9c5e-46e1-93fb-41fcfb9ee295%2F29ivoe_processed.jpeg&w=3840&q=75)
Transcribed Image Text:→ C A Not secure playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=gauss®Dataset=reg-plane&learning Rate=0.03®ulari...
3
DATA
Which dataset do
you want to use?
DA
Ratio of training to
test data: 50%
Noise: 0
Batch size: 10
REGENERATE
--
▶I
FEATURES
Which properties
do you want to
feed in?
Epoch
000,022
X₂
X₂
X₁²
X₂²
X,X₂
sin(X₁)
Q Search
sin(X₂)
Learning rate
0.03
Y
+ -
-
Activation
Tanh
Y
Regularization
None
0 HIDDEN LAYERS
▾
Regularization rate
0
OUTPUT
Test loss 0.002
Training loss 0.001
5 4 3 2
Y
3 -2 -1
Colors shows
data, neuron and
weight values.
-1
Problem type
Classification
*
0
5
3
2
-0
-1
-2
-6
0 1 2 3 4 5 6
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