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Instructor-led Classroom Adult Training in Singapore - Modular Fast Track Skill-Based Trainings

NICF – Basic Deep Learning with Tensorflow Keras

This basic course on Basic Deep Learning with Tensorflow Keras aims to equip learners with practical deep learning knowledge using an the popular deep learning framework – Tensorflow and Keras.

Tensorflow, developed by Google, is a popular open source Deep Learning framework. Keras is a user friendly Tensorflow API that simplifies the coding for neural networks and deep learning. Kera allows one to build neural network deep learning models readily for predictive data analytics, regression, classification and data modelling. Learners can apply Keras for supervised and unsupervised machine learning tasks.

Course Learning Outcomes

By the end of the course, learners will be able to 

  • LO1 - Setup Tensorflow and Keras Deep Learning frameworks
  • LO2 - Understand and code Neural Network models for Regression
  • LO3 - Understand and code Neural Network models for Classification
  • LO4 - Understand and code Convolutional Neural Network models for Image Classification
  • LO5 - Understand and use pre-trained models for transfer learning


Two certificates will be awarded to trainees who have demonstrated competency in the WSQ Deep Learning with Tensorflow Keras assessment and achieved at least 75% attendance.

  • A SkillsFuture WSQ Statement of Attainment (SOA) – ICT-DIT-3001-1.1 Analytics and Computational Modelling under the National Infocomm Competency Framework (NICF) issued by WSG
  • Certification of Achievement issued by Tertiary Infotech Pte Ltd 

WSQ 80%-95% Funding

WSQ funding is only applicable to Singaporeans and PR. Subject to eligibility, the funding support is from 80% -95% subject to funding caps.

Full Fee GST Nett Fee after Funding (Incl. GST)
$688 $48.16 $496.16 $116.96 $82.56

Normal: Singaporean/PR age 21 and above
MCES: Singaporean age 40 and above
WTS: Singaporean age 35 and above and earning  $2,000 or below per month

SkillsFuture Credit

For the unfunded portion, Singaporeans can use your SkillsFuture Credit to pay. Click here for SkillsFuture Credit submission

WSQ Eligibility

Please fill up the WSQ Trainee Eligibility Form after you have registered for this course

Please do not pay up front. We will advise you on the eligibility and nett fee after registration

Course Code: CA-WSQ-2019-014972

Course Booking

$688.00 (GST-exclusive)

Course Date

Course Time

* Required Fields

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.

Course Details

Topic 1 Introduction to Deep Learning

  • Machine Learning vs Deep Learning
  • Deep Learning Methodology
  • Overview of Tensorflow and Keras
  • Install and Run Keras

Topic 2 Introduction to Neural Network

  • What is Neural Network (NN)?
  • Loss Function and Optimizer
  • Build a Neural Network Model for Regression

Topic 3 Classification Model with Neural Network

  • One Hot Encoding and SoftMax
  • Cross Entropy Loss Function
  • Build a Neural Network Model for Classification

Topic 4 Convolutional Neural Network (CNN)

  • Introduction to Convolutional Neural Network?
  • ImageDataGenerator
  • Image Classification Model with CNN
  • Data Augmentation and Dropout

Topic 5 Transfer Learning

  • Introduction to Transfer Learning
  • Applications of Pre-Trained Models
  • Fine Tuning Pre-Trained Models

Final Assessment

  • Written Assessment (MCQ)
  • Practical Performance
  • Oral Questioning

Course Admin


The learner must meet the minimum requirement below :

  • At least O levels and above education
  • Read, write, speak and understand English

Mode of Training

Instructor Classroom Training

WSQ Funding Validity Period


WSQ Course Fee Funding

Self-Sponsored - Click here for more info

Employer-Sponsored - Click here for more info

Who Should Attend

  • Data Scientists
  • Data Analysts
  • Engineers


WSQ Keras Deep Learning Trainer Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book prizes, Study awards, bursaries and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.

Dr. Alfred Ang is ACTA certified trainer. He was Distinguished Toastmasters (DTM) and Senior Member of IEEE. He has published more than 20 peer reviewed papers and co-inventors for more than 20 inventions.

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