-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathworkflow.drawio
More file actions
67 lines (67 loc) · 5.96 KB
/
workflow.drawio
File metadata and controls
67 lines (67 loc) · 5.96 KB
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
<mxfile host="65bd71144e">
<diagram id="DrlXYd3jnoiQOG3U0Pyj" name="Page-1">
<mxGraphModel dx="573" dy="475" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
<root>
<mxCell id="0"/>
<mxCell id="1" parent="0"/>
<mxCell id="9" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="7" target="8">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="7" value="Aim:<br>A machine leaning app<br>Helping to select the best model based on regression and classification&nbsp;<br><div style=""><span style="background-color: initial;">Fine tuning the model</span></div>" style="rounded=1;whiteSpace=wrap;html=1;align=left;fillColor=#a20025;fontColor=#ffffff;strokeColor=#6F0000;" vertex="1" parent="1">
<mxGeometry x="100" y="50" width="290" height="100" as="geometry"/>
</mxCell>
<mxCell id="11" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="8" target="10">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="8" value="Load the Data<br>or Upload the data" style="ellipse;whiteSpace=wrap;html=1;align=center;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="250" y="190" width="110" height="110" as="geometry"/>
</mxCell>
<mxCell id="13" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="10" target="12">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="10" value="Example Data Button" style="rounded=1;whiteSpace=wrap;html=1;align=center;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;" vertex="1" parent="1">
<mxGeometry x="100" y="320" width="120" height="60" as="geometry"/>
</mxCell>
<mxCell id="16" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="12" target="15">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="12" value="Check the Column name and data type" style="whiteSpace=wrap;html=1;align=center;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="260" y="420" width="120" height="60" as="geometry"/>
</mxCell>
<mxCell id="18" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="15" target="17">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="15" value="Asking for the features and targets We have to find if problem is regression or classification" style="whiteSpace=wrap;html=1;align=center;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="120" y="520" width="170" height="90" as="geometry"/>
</mxCell>
<mxCell id="20" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="17" target="19">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="17" value="Preprocessing<br>-Null values&nbsp;<br>Imputation&nbsp;<br>-Feature Encoding<br>-Inverse Transform<br>-Feature selection" style="whiteSpace=wrap;html=1;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="250" y="650" width="170" height="110" as="geometry"/>
</mxCell>
<mxCell id="22" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="19" target="21">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="19" value="Select the model from all the regression or classifier models (This will based on the point of selecting target variables)" style="whiteSpace=wrap;html=1;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="100" y="820" width="230" height="90" as="geometry"/>
</mxCell>
<mxCell id="24" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="21" target="23">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="21" value="Add the evaluation matrics based on Problems" style="whiteSpace=wrap;html=1;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="245" y="980" width="145" height="75" as="geometry"/>
</mxCell>
<mxCell id="26" value="" style="edgeStyle=none;html=1;" edge="1" parent="1" source="23" target="25">
<mxGeometry relative="1" as="geometry"/>
</mxCell>
<mxCell id="23" value="Print the evaluation matrics and select the best possible model with multiple hyperparameters" style="whiteSpace=wrap;html=1;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="100" y="1160" width="180" height="90" as="geometry"/>
</mxCell>
<mxCell id="25" value="Ask the user for input data based on slider and predict the output of target variables with respect to matrics" style="whiteSpace=wrap;html=1;fillColor=#6a00ff;strokeColor=#3700CC;fontColor=#ffffff;rounded=1;" vertex="1" parent="1">
<mxGeometry x="228.75" y="1340" width="182.5" height="110" as="geometry"/>
</mxCell>
</root>
</mxGraphModel>
</diagram>
</mxfile>