Machine Learning with Azure (Synchronous e-learning)

Offered by School of InfoComm Technology

Short Course / 2 days / TGS-2020513295

Course Information
Learning Outcomes
Course Schedule
Lesson Plan
Trainer Profile
Certification
Course Fees

Course Information

Leverage on cloud services to automatically build machine learning models with speed and scale.

Learning Outcomes

  • Understand business issues from available information
  • Identify the appropriate Machine Learning techniques to solve business problems
  • Automate Machine Learning Tasks
  • Deploy Predictive Model using REST API protocol

Course 
Schedule

Course Date: TBC
Application Period: TBC
Duration: 2 days
Time: 9am to 6pm
Delivery Mode: Synchronous e-learning
Venue: Online

Ngee Ann Polytechnic reserves the right to reschedule / cancel any programme, modify the fees and amend information without prior notice.

Lesson Plan

Day 1 – Performing Machine Learning
  • Introduction to ML (1 hr)
  • Importing datasets and creating experiments (1 hr)
  • Using various Modules (1 hr)
  • Applying ML Algorithms (2 hrs)
  • Building ML Models (1 hr)
  • Training and testing model (1 hr)
  • Deploying ML Model (1 hr)
Day 2 - Automating Machine Learning
  • Introduction to AutoML (1 hr)
  • Identify ML problems(1 hr)
  • Configuring Automated ML and parameters (2 hrs)
  • Submission of training runs (1 hr)
  • Feature Engineering (1 hr)
  • Ensemble Models (1 hr)
  • Selection of ML Targets (1 hr)

Trainer's Profile

Wei-Meng Lee

Wei-Meng Lee is a technologist and founder of Developer Learning Solutions, a company specializing in hands-on training on the latest technologies.

Wei-Meng has many years of training experiences and his training courses place special emphasis on the learning-by-doing approach. His hands-on approach to learning programming makes understanding the subject much easier than reading books, tutorials, and documentations. His name regularly appears in online and print publications such as DevX.com, MobiForge.com, and CoDe Magazine.

Certification

A Certificate of Performance will be awarded to participants who achieve at least 75% attendance and pass all required assessment(s).

A Certificate of Participation will be awarded to participants who meet the 75% attendance requirement but did not pass all required assessment(s).

Course Fees

Funding period for this course is from 20 Oct 2020 to 30 Sep 2024.

SkillsFuture Credit
All Singaporeans aged 25 and above can use their $500 SkillsFuture Credit from the government to pay for a wide range of approved skills-related courses. Visit the SkillsFuture Credit website to choose from the courses available on the Training Exchange course directory.

Union Training Assistance Programme (UTAP)
NTUC members enjoy 50% unfunded course fee support for up to $250 each year (or up to $500 for NTUC members aged 40 years old and above) when you sign up for courses supported under UTAP (Union Training Assistance Programme). Please visit e2i’s website to find out more.

Enhanced training support for SMEs
For enhanced training support for SMEs, enter SME in the promo code during course application.

Long Term Visit Pass Plus (LTVP+) Holders
Please furnish the following documents to the course administrator to qualify for SSG funding:
Self-sponsored learner (**LTVP+): Copy of your green visit pass card, with the word ‘PLUS’ on the back of the card.
Co-sponsored learner (##LTVP+): Copy of valid and current Letter of Consent (LOC) from MOM

Ngee Ann Polytechnic reserves the right to reschedule/cancel any programme, modify the fees and amend information without prior notice.

(Course fee is payable upon acceptance. It is inclusive of 7% GST and subject to review.)

Applicants / Eligibility Fees
Full course fees$1337.50
Singaporeans aged below 40, Permanent Residents & **LTVP+ qualified for SkillsFuture Funding$401.25
Singaporeans aged 40 & above qualified for SkillsFuture Mid-Career Enhanced Subsidy$151.25
Singaporeans, Permanent Residents & ##LTVP+ qualified for Enhanced Training Support for SMEs$151.25
Others (and Repeat Students)$1337.50