Analytics with KNIME – A Practical Approach

Course Date:

Registration Period:

24 hours / 3 days

9:00am to 6:00pm

Mode of Training:
Facilitated Learning (F2F)

Singapore Polytechnic

Course Introduction

In this 3-day course, participants will be introduced to the complete data mining process, from identifying business problems, data pre-processing, model building, to the evaluation of machine learning models.

Course Objective

This course helps participants to gain proficiency in data analytics by constructing workflows in clustering, classification and regression. It also guides participants to analyse data of interest to derive meaningful and actionable insights

Course Outline

By the end of the course, participants will be able to: 
1. Acquire proficiency in data analytics by constructing workflows in clustering, classification and regression.
2. Analyse data to derive meaningful and actionable insights

Topics to be covered

1. Introduction to Analytics & KNIME 
2. Data Preparation and Exploration
3. Unsupervised Learning techniques
4. Supervised Learning techniques
5. Ensemble Methods

Suitable for

AI applied researcher / AI learning engineer / Machine learning engineer / Data scientist / AI scientist / Business Intelligence Managers / Data Analyst /Business Intelligence Director.

Minimum Entry Requirements / Assumed Skills and Knowledge

Basic knowledge on data and IT skills. Participants must be comfortable to work with new software platform (no coding skills needed)

Award / Certification / Accreditation

• Certificate of Attendance (electronic Certificate will be issued)
A Certificate of Attendance will be awarded to participants who meet at least 75% attendance rate

Full Fees (before GST): $890.00
GST payable for all funding-eligible applicants*: $18.69
GST payable for others: $62.30

Applicants/EligibilitySkillsFuture FundingSubsidised Fee (after GST)
Singapore Citizens aged 40 and above1$801.00$107.69
Singapore Citizens aged below 40$623.00$285.69
Singapore Permanent Residents and LTVP+ Holders$623.00$285.69
SME-sponsored Singapore Citizens, Permanent Residents and LTVP+ Holders2$801.00$107.69
Others (Full fees payable)$0.00$952.30

*As per SSG’s policy, the GST payable is calculated based on 7% of the baseline funding subsidy of 70%

Singaporeans aged 25 years and above may use **SkillsFuture Credit balance to offset respective course fees.

1Under the SkillsFuture Mid-career Enhanced Subsidy. For more information, visit the SkillsFuture website here
2 Under the Enhanced Training Support for Small & Medium Enterprises (SMEs) Scheme. For more information of the scheme, click here. To view SP’s list of similar funded courses, click here. Please submit the attached “Declaration Form for Enhanced Training Support Scheme for SME” together with your online application.

Funding Incentives

Please click here for more information on funding incentives.

Register Here

Eligible for SkillsFuture Credit
Terms and Conditions

*Please note that once the maximum class size is reached, the online registration will be closed. You may register your interest, and would be notified if there is a new run.

Application Procedure

1. All applications must be made via Online Registration at
Course fees can be paid by the following payment modes:

a) Credit Cards, Internet Banking, NETS (Not Applicable for company sponsored)
For e-payment using Visa/Master cards and Internet Banking, please click on the ‘Make e-Payment’ button on the acknowledgement page to proceed.

b) For NETS payment, you can pay at:
Singapore Polytechnic
PACE Academy

c) For payment via PayNow, please enter the UEN No. T08GB0056ACET and indicate the invoice/registration number. 

*With effect from 1 August 2021, cheque payment will not be available 

2. All successful applicants will be notified with a letter of confirmation via email.