Blog Posts Process Management Service Oriented Architecture (SOA)

Machine Learning — Getting Data Into Right Shape by Andrejus Baranovskis

Blog: PaaS Community

image

When you build machine learning model, first start with the data — make sure input data is prepared well and it represents true state of what you want machine learning model to learn. Data preparation task takes time, but don’t hurry — quality data is a key for machine learning success. In this post I will go through essential steps required to bring data into right shape to feed it into machine learning algorithm.

Sample dataset and Python notebook for this post can be downloaded from my GitHub repo.

Each row from dataset represents invoice which was sent to customer. Original dataset extracted from ERP system comes with five columns:

customer — customer ID

invoice_date — date when invoice was created

payment_due_date — expected invoice payment date

payment_date — actual invoice payment date

grand_total — invoice total

Read the complete article here.

 

PaaS Partner Community

For regular information on Oracle PaaS become a member in the SOA & BPM Partner Community for registration please visit www.oracle.com/goto/emea/soa (OPN account required) If you need support with your account please contact the Oracle Partner Business Center.

clip_image003 Blog clip_image005 Twitter clip_image004 LinkedIn image[7][2][2][2] Facebook clip_image002[8][4][2][2][2] Wiki

Technorati Tags: SOA Community,Oracle SOA,Oracle BPM,OPN,Jürgen Kress

Leave a Comment

Get the BPI Web Feed

Using the HTML code below, you can display this Business Process Incubator page content with the current filter and sorting inside your web site for FREE.

Copy/Paste this code in your website html code:

<iframe src="https://www.businessprocessincubator.com/content/machine-learning-getting-data-into-right-shape-by-andrejus-baranovskis/?feed=html" frameborder="0" scrolling="auto" width="100%" height="700">

Customizing your BPI Web Feed

You can click on the Get the BPI Web Feed link on any of our page to create the best possible feed for your site. Here are a few tips to customize your BPI Web Feed.

Customizing the Content Filter
On any page, you can add filter criteria using the MORE FILTERS interface:

Customizing the Content Filter

Customizing the Content Sorting
Clicking on the sorting options will also change the way your BPI Web Feed will be ordered on your site:

Get the BPI Web Feed

Some integration examples

BPMN.org

XPDL.org

×