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INDUSTRIAL ARTIFICIAL INTELLIGENCE IN MANUFACTURING* (40 HOURS)

This course is currently not available for registration. Please contact the Knowledge Transfer Office for enquiries.

*This is a non-WSQ module.

INTRODUCTION

Artificial intelligence is the capability of a computer to imitate, or go beyond, intelligent human behaviour. It is revolutionising manufacturing in many ways by delivering insights to reduce unplanned machine downtime, increase production throughput, reduce maintenance costs, and deliver an increase in quality.

about this programme

Machine learning is a subset of artificial intelligence that gives computers the ability to learn from experience without being explicitly programmed; while certainly powerful, deep learning takes it to another level. It uses deep artificial neural networks and does not require feature engineering. This is enabled by large volumes of data, cheap computing power in the form of GPUs and improved algorithms. Deep learning is able to achieve superior performance to machine learning, in particular, for complex problems like image recognition. This programme takes a hands-on approach, going beyond the theory and focuses on equipping participants with the necessary skills to add value to their organisation whether that might be a start-up, SME or MNC.

Who Should Attend

This programme is designed for operation directors and managers, production/process engineers, R&D engineers and IT support staff working on processes, production and quality improvement in manufacturing industries such as precision engineering, aerospace, automotive electronics, semiconductor, oil and gas, pharmaceutical and MedTech.

Course outline

This programme adopts the Learn-Practise-Implement™ (LPI™) pedagogy where participants learn the main concepts in deep learning, practise their skills through exercises, and implement solutions to real-world business problems.

Key focus areas or applications:

THEORY & EXERCISES

TensorFlow and Keras
Hyperparameter tuning and training
Convolutional neural networks
Recurrent neural networks
Reinforcement learning
Deployment learning
Deployment

PRACTISE

Project design
Get and explore the data
Prepare the data
Train the model
Fine-tune the model
Prepare presentation

ASSESSMENT

Written assessment
Presentation

UPON COMPLETION OF THIS COURSE

Participants will be awarded with a Certificate of Attendance (COA) by SIMTech and/or ARTC if they meet the following criteria:

Achieve at least 75% course attendance;
Take all assessments; and
Pass the course.

Note: Trainees will have to bear the full courses fee upon failure to meet either one of the criteria.

Pre-Requisites

Applicants should possess a degree in any discipline or a diploma with a minimum of 3 years of related working experience.
Applicants who do not have the required academic qualifications are still welcome to apply, but shortlisted candidates may be required to attend an interview for special approval.
Proficiency in written and spoken English.
Familiar with the fundamentals of machine learning.
Comfortable reading and writing code.
Ideally have experience with Python programming language.

Full Course Fee

The full course fee for this course is $4,000 before funding and prevailing GST.

Nett Course Fee

International Participants	Singapore Citizens aged 39 years and below, Singapore Permanent Residents and LTVP+ Holders	Employer-sponsored and self-sponsored Singapore Citizens aged 40 years and above (MCES) ²	SME-sponsored local employees (i.e Singapore Citizens, Singapore Permanent Residents and LTVP+ Holders) (ETSS) ¹
$4,360	$1,308	$508	$508

All fees are inclusive of GST 9%.

Please note that fees and funding amount are subject to change.

LONG TERM VISIT PASS PLUS (LTVP+) HOLDERS

The LTVP+ scheme applies to lawful foreign spouses of Singapore Citizens with (i) at least one Singapore Citizen child or are expecting one from the marriage, or at least three years of marriage, and (ii) where the Singapore Citizen sponsor is able to support the family.
All LTVP+ holders can be identified with their green visit pass cards, with the word ‘PLUS’ printed on the back of the card.

ENHANCED TRAINING SUPPORT FOR SMALL & MEDIUM ENTERPRISE (SMEs) SCHEME (ETSS)

The ¹Enhanced Training Support for Small & Medium Enterprises (SMEs) scheme (ETSS) is for company-sponsored participants who are subject to the eligibility criteria shown below:

SMEs that meet all of the following eligibility criteria:

Registered or incorporated in Singapore
Employment size of not more than 200 or with annual sales turnover of not more than $100 million

SME-sponsored Trainees:

Must be Singapore Citizens or Singapore Permanent Residents.
Courses have to be fully paid for by the employer.
Trainee is not a full-time national serviceman.

Further Info: This scheme is intended for all organisations, including non-business entities not registered with ACRA e.g. VWOs, societies, etc. Only ministries, statutory boards, and other government agencies are NOT eligible under Enhanced Training Support for SMEs Scheme. Sole proprietorships which meet all of the above criteria are also eligible.

SKILLSFUTURE MID-CAREER ENHANCED SUBSIDY (MCES)

The ²SkillsFuture Mid-Career Enhanced Subsidy (MCES) is meant for employer-sponsored and self-sponsored Singapore Citizens aged 40 years old and above.

SkillsFuture Credit

All Singaporeans aged 25 years old and above are eligible for SkillsFuture Credit (Opening SkillsFuture Credit and One-off SkillsFuture Credit Top Up) which can be used to offset course fees (for self-sponsored registrations only).

For more information on the SkillsFuture funding schemes you are eligible for, please visit www.skillsfuture.gov.sg

How course fees are calculated

TYPE	CATEGORY OF INDIVIDUALS
	International Participants	Singapore Citizens aged 39 years and below, Singapore Permanent Residents and LTVP+ Holders	Employer-sponsored and self-sponsored Singapore Citizens aged 40 years and above	SME-sponsored local employees (i.e Singapore Citizens, Singapore Permanent Residents and LTVP+ Holders)
	FUNDING SOURCE
	Not applicable for SkillsFuture Funding	SkillsFuture Funding (Baseline)	SkillsFuture Mid-career Enhanced Subsidy (MCES) ²	SkillsFuture Enhanced Training Support for SMEs (ETSS) ¹
Full Course Fee	$4,000	$4,000	$4,000	$4,000
SkillsFuture Funding	Not Applicable	($2,800)	($3,600)	($3,600)
Nett Course Fee	$4,000	$1,200	$400	$400
GST 9%	$360	$108*	$108*	$108*
Total Nett Course Fee Payable to Training Provider	$4,360	$1,308	$508	$508

* Based on 30% of Full Course Fee