-
Notifications
You must be signed in to change notification settings - Fork 17
/
Copy pathmachinelearning.mm
143 lines (142 loc) · 7.41 KB
/
machinelearning.mm
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
<map version="freeplane 1.5.9">
<!--To view this file, download free mind mapping software Freeplane from http://freeplane.sourceforge.net -->
<node TEXT="machine learning" FOLDED="false" ID="ID_1287545166" CREATED="1489148131279" MODIFIED="1489150971749" STYLE="oval">
<font SIZE="18"/>
<hook NAME="MapStyle">
<properties fit_to_viewport="false;"/>
<map_styles>
<stylenode LOCALIZED_TEXT="styles.root_node" STYLE="oval" UNIFORM_SHAPE="true" VGAP_QUANTITY="24.0 pt">
<font SIZE="24"/>
<stylenode LOCALIZED_TEXT="styles.predefined" POSITION="right" STYLE="bubble">
<stylenode LOCALIZED_TEXT="default" COLOR="#000000" STYLE="fork">
<font NAME="SansSerif" SIZE="10" BOLD="false" ITALIC="false"/>
</stylenode>
<stylenode LOCALIZED_TEXT="defaultstyle.details"/>
<stylenode LOCALIZED_TEXT="defaultstyle.attributes">
<font SIZE="9"/>
</stylenode>
<stylenode LOCALIZED_TEXT="defaultstyle.note" COLOR="#000000" BACKGROUND_COLOR="#ffffff" TEXT_ALIGN="LEFT"/>
<stylenode LOCALIZED_TEXT="defaultstyle.floating">
<edge STYLE="hide_edge"/>
<cloud COLOR="#f0f0f0" SHAPE="ROUND_RECT"/>
</stylenode>
</stylenode>
<stylenode LOCALIZED_TEXT="styles.user-defined" POSITION="right" STYLE="bubble">
<stylenode LOCALIZED_TEXT="styles.topic" COLOR="#18898b" STYLE="fork">
<font NAME="Liberation Sans" SIZE="10" BOLD="true"/>
</stylenode>
<stylenode LOCALIZED_TEXT="styles.subtopic" COLOR="#cc3300" STYLE="fork">
<font NAME="Liberation Sans" SIZE="10" BOLD="true"/>
</stylenode>
<stylenode LOCALIZED_TEXT="styles.subsubtopic" COLOR="#669900">
<font NAME="Liberation Sans" SIZE="10" BOLD="true"/>
</stylenode>
<stylenode LOCALIZED_TEXT="styles.important">
<icon BUILTIN="yes"/>
</stylenode>
</stylenode>
<stylenode LOCALIZED_TEXT="styles.AutomaticLayout" POSITION="right" STYLE="bubble">
<stylenode LOCALIZED_TEXT="AutomaticLayout.level.root" COLOR="#000000" STYLE="oval" SHAPE_HORIZONTAL_MARGIN="10.0 pt" SHAPE_VERTICAL_MARGIN="10.0 pt">
<font SIZE="18"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,1" COLOR="#0033ff">
<font SIZE="16"/>
<edge COLOR="#ff0000"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,2" COLOR="#00b439">
<font SIZE="14"/>
<edge COLOR="#0000ff"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,3" COLOR="#990000">
<font SIZE="12"/>
<edge COLOR="#00ff00"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,4" COLOR="#111111">
<font SIZE="10"/>
<edge COLOR="#ff00ff"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,5">
<edge COLOR="#00ffff"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,6">
<edge COLOR="#7c0000"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,7">
<edge COLOR="#00007c"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,8">
<edge COLOR="#007c00"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,9">
<edge COLOR="#7c007c"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,10">
<edge COLOR="#007c7c"/>
</stylenode>
<stylenode LOCALIZED_TEXT="AutomaticLayout.level,11">
<edge COLOR="#7c7c00"/>
</stylenode>
</stylenode>
</stylenode>
</map_styles>
</hook>
<hook NAME="AutomaticEdgeColor" COUNTER="10" RULE="ON_BRANCH_CREATION"/>
<hook NAME="accessories/plugins/AutomaticLayout.properties" VALUE="ALL"/>
<node TEXT="model" POSITION="right" ID="ID_1486859491" CREATED="1489148242353" MODIFIED="1490358639221" HGAP_QUANTITY="14.749999977648258 pt" VSHIFT_QUANTITY="-58.49999825656419 pt">
<edge COLOR="#00ffff"/>
<node TEXT="regression (fit Y = M(X))" ID="ID_848707408" CREATED="1489148691975" MODIFIED="1490358639217" HGAP_QUANTITY="14.749999977648258 pt" VSHIFT_QUANTITY="-26.99999919533732 pt">
<node TEXT="nearest neighbor" ID="ID_192120717" CREATED="1489150509095" MODIFIED="1489150523538"/>
<node TEXT="decision tree" ID="ID_1981317805" CREATED="1489150524625" MODIFIED="1489150527641"/>
<node TEXT="Lasso regression" ID="ID_503979546" CREATED="1489150558163" MODIFIED="1489150564677"/>
<node TEXT="Kernel-Ridge Regression" ID="ID_1348172246" CREATED="1489150564887" MODIFIED="1489150597369"/>
</node>
<node TEXT="classification (grouping)" ID="ID_588018190" CREATED="1489148695582" MODIFIED="1489150359316">
<node TEXT="clustering (direction+amplitude)" ID="ID_1777013010" CREATED="1489149162379" MODIFIED="1489150111332">
<node TEXT="k-means" ID="ID_336421660" CREATED="1489149653234" MODIFIED="1489149655356"/>
<node TEXT="unsupervised" ID="ID_36202170" CREATED="1489149592027" MODIFIED="1489149594477"/>
</node>
<node TEXT="dimensionality reduction (direction)" ID="ID_1392975395" CREATED="1489149787988" MODIFIED="1489150101395">
<node TEXT="ICA" ID="ID_218016171" CREATED="1489149893947" MODIFIED="1489149895612"/>
<node TEXT="PCA" ID="ID_1245943003" CREATED="1489149895794" MODIFIED="1489149896797"/>
<node TEXT="Non-negative Matrix Factorization" ID="ID_1996598435" CREATED="1489149897138" MODIFIED="1489149909282"/>
<node TEXT="Kernel-PCA" ID="ID_1100254566" CREATED="1489150363316" MODIFIED="1489150365864"/>
</node>
<node TEXT="support vector machine (by label)" ID="ID_561689084" CREATED="1489149585582" MODIFIED="1489150290394">
<node TEXT="find decision boundary with largest separation" ID="ID_1290335787" CREATED="1489150295357" MODIFIED="1489150306301"/>
<node TEXT="supervised" ID="ID_1561153748" CREATED="1489149626389" MODIFIED="1489149629226"/>
</node>
</node>
</node>
<node TEXT="data" POSITION="left" ID="ID_792802981" CREATED="1489148269347" MODIFIED="1489148361912" HGAP_QUANTITY="51.499998882412946 pt" VSHIFT_QUANTITY="-32.99999901652339 pt">
<edge COLOR="#7c0000"/>
<node TEXT="design matrix (X)" ID="ID_1819002343" CREATED="1489148363355" MODIFIED="1489148426035">
<node TEXT="nsamples" ID="ID_1454062969" CREATED="1489148370226" MODIFIED="1489148373056"/>
<node TEXT="nfeatures" ID="ID_1587135104" CREATED="1489148373222" MODIFIED="1489148375647">
<node TEXT="amplitude" ID="ID_617289155" CREATED="1489149814162" MODIFIED="1489149816903"/>
<node TEXT="direction" ID="ID_1262564200" CREATED="1489149817069" MODIFIED="1489149818568"/>
</node>
</node>
<node TEXT="label (Y)" ID="ID_1202161884" CREATED="1489148397903" MODIFIED="1489148429994">
<node TEXT="nsamples" ID="ID_837785023" CREATED="1489148402342" MODIFIED="1489148404034"/>
</node>
</node>
<node TEXT="cost" POSITION="right" ID="ID_851161514" CREATED="1489148292327" MODIFIED="1489150969131" HGAP_QUANTITY="62.74999854713682 pt" VSHIFT_QUANTITY="-56.99999830126768 pt">
<edge COLOR="#00007c"/>
</node>
<node TEXT="optimization" POSITION="left" ID="ID_1943930913" CREATED="1489148298922" MODIFIED="1489148357145" HGAP_QUANTITY="9.500000134110447 pt" VSHIFT_QUANTITY="32.24999903887513 pt">
<edge COLOR="#007c00"/>
</node>
<node TEXT="examples" POSITION="right" ID="ID_1635363812" CREATED="1489150723402" MODIFIED="1489150971749" HGAP_QUANTITY="37.249999307096026 pt" VSHIFT_QUANTITY="-3.7499998882412946 pt">
<edge COLOR="#007c7c"/>
<node TEXT="classify spectrogram" ID="ID_521275785" CREATED="1489150742387" MODIFIED="1489150888492">
<node TEXT="dimensionality reduction" ID="ID_517410820" CREATED="1489150746750" MODIFIED="1489150757403">
<node TEXT="find particular spectral directions" ID="ID_1256857110" CREATED="1489150762018" MODIFIED="1489150779032"/>
</node>
<node TEXT="clustering" ID="ID_1605992119" CREATED="1489150782692" MODIFIED="1489150784268">
<node TEXT="normalized can find directions as well" ID="ID_384912511" CREATED="1489150784778" MODIFIED="1489150860105"/>
</node>
</node>
<node TEXT="spectrogram regression" ID="ID_85735668" CREATED="1489150893662" MODIFIED="1489150903778"/>
</node>
</node>
</map>