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Pat Chormai
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Machine Learning Concepts
By
Pat Chormai
Edited
Oct 9, 2021
Fork of
Simple D3
2 stars
Machine Learning Concepts
Uncertainty and Entropy
Smoothing Activation Surface with SoftPlus function
Stein Variational Gradient Descent
Linear Generative Models
kNNs Decision Boundary
Spectral Clustering
First-Order Stochastic Optimization
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nView
=
slider
(
{
min
:
10
,
max
:
500
,
step
:
10
,
description
:
md
`Number of Samples (${
tex
`n`
})`
}
)
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rView
=
slider
(
{
min
:
1
,
max
:
5
,
step
:
0.1
,
description
:
md
`Radius (${
tex
`r`
})`
}
)
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noiseVarianceView
=
slider
(
{
min
:
0.1
,
max
:
1
,
step
:
0.1
,
description
:
md
`Variance of Noise (${
tex
`\sigma_\epsilon^2`
})`
}
)
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noiseVariance
=
Generators
.
input
(
noiseVarianceView
)
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thetaView
=
slider
(
{
min
:
0
,
max
:
2
*
mathjs
.
pi
+
0.1
,
step
:
0.1
,
value
:
mathjs
.
pi
/
4
,
description
:
md
`Angle (${
tex
`\theta`
})`
,
title
:
md
`Parameters of ${
tex
`W`
}`
}
)
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theta
=
Generators
.
input
(
thetaView
)
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model
=
(
n
,
mu
=
[
0
,
0
]
)
=>
{
const
noise
=
sample2DIsotropicNormal
(
n
,
noiseVariance
)
const
z
=
sample1DNormal
(
n
)
const
x
=
mathjs
.
multiply
(
z
,
W
)
return
{
data
:
x
,
dataWithNoise
:
mathjs
.
add
(
x
,
noise
)
}
}
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normalDist
=
d3
.
randomNormal
(
0
,
1
)
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x
=
d3
.
scaleLinear
(
)
.
domain
(
[
-
10
,
10
]
)
.
range
(
[
0
,
width
]
)
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y
=
d3
.
scaleLinear
(
)
.
domain
(
[
-
10
,
10
]
)
.
range
(
[
height
,
0
]
)
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import
{
inputsGroup
}
from
"@bumbeishvili/input-groups"
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resample
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r
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noiseVariance
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theta
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model
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normalDist
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y
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height
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width
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