Data Visual Modeling: Workflow#
Note
Workflow
is an idea at present.
What is the Workflow?#
Workflow
is the visual programming, it can help us change the way of work from writing code to dragging components. The following graphs show some software I have met. And each of them is facing a specific field.
Scratch: programming enlightenment education
LabVIEW: hardware accessing and controlling
ArcGIS: GIS Platform
FME: spatial data processing
Orange: machine learning
If you know about them, you would get the programming experience is totally different.
Fast
Efficient
Convenient
Understandable
From Scratch editor
From ArcGIS blog
Question & Answer#
How Do Pipeline with Workflow?#
The Pipeline
could be the engine of Workflow
, and Workflow
is the UI
of Pipeline
.
How Do Workflow with AutoML?#
Workflow
is the human intelligence, AutoML
is the machine intelligence.
So Workflow
+ AutoML
could combine intelligence of both human and machine.
What is Different from Similar Software?#
The core of Data Mining
work is Data Analysis
.
But the most costing time is Data Preprocessing
the steps before Data Analysis
.
There are a lot of Data Analysis
tools could do Data Visualization
, Data Analysis
and Machine Learning
such as:
But Data Preprocessing
still needs to write code.
A Example of Workflow#
This is a store data complete pipeline what we have seen at Transformer and Pipeline Quickstart.
All jobs in Pipeline
, from Data Cleaning
to Data Preprocessing
, from Feature Engineering
to Regression
.
With the helping of Pipeline
, the total work could easily be drawn into workflow.
This workflow is clearly described.