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INDUSTRIAL ARTIFICIAL INTELLIGENCE FOR MANUFACTURING* (40 HOURS)

Industrial AI
*This is a non-WSQ module.

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

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.

THEORY & EXERCISES PRACTISEASSESSMENT
  • TensorFlow and Keras
  • Hyperparameter tuning and training
  • Convolutional neural networks
  • Recurrent neural networks
  • Reinforcement learning
  • Deployment learning
  • Deployment
  • Project design
  • Get and explore the data
  • Prepare the data
  • Train the model
  • Fine-tune the model
  • Prepare presentation
  • Written assessment
  • Presentation



download brochure OR register of interest for course

Industrial AI for Manufacturing

Please register your interest for this course under 1. Modular Programmes > 2. Industrial Artificial Intelligence in Manufacturing in the online form.

Note: SIMTech will contact you once registration for the next run of the course you are interested in opens.

Upon Completion of This Course

UPON COMPLETION OF THIS COURSE

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

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

Pre-Requisites, Full and Nett Course Fees

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 module is $4,000 before funding and prevailing GST.

Nett Course Fee

International
Participants
Singapore Citizens
(39 yrs old or younger), SPRs or LTVP+ Holders
Singapore Citizens
(40 yrs or older)²
Enhanced Training Support
for SMEs¹
$4,280
$1,284 $484
$484
All fees are inclusive of prevailing GST.

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.

  • Singaporeans aged 25 years old and above are eligible for SkillsFuture Credit 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.ssg.gov.sg




    How course fees are calculated

    fees breakdown



    Contact Us




    download brochure OR register of interest for course

    Industrial AI for Manufacturing

    Please register your interest for this course under 1. Modular Programmes > 2. Industrial Artificial Intelligence in Manufacturing in the online form.

    Note: SIMTech will contact you once registration for the next run of the course you are interested in opens.



    Schedule

    Module
    Skills Course Reference NumberTraining Period 
    (Click on dates to view schedule)
    Registration Status
    Industrial Artificial Intelligence for Manufacturing (42 hours)TGS-2020505764  
    Sessions
    FD
    : Full Day  AM
    : Morning PM
    : Afternoon EVE
    : Evening