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

Deep Learning with R

Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. This course, Deep Learning with R, introduces the world of deep learning using the powerful Keras library and its R language interface.  

The topics include:

  • What is deep learning?
  • Install R keras package
  • Getting started with neural networks
  • Deep learning for computer vision
  • Deep learning for text and sequences

After your registered for the course, you can apply SSG grants below

Click here to apply SkillsFuture Credit for Individual

Click here to apply WSG Absentee Payroll for Company
Course Code: CRS-N-0045642

Course Booking

$298.00 (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.


Training Grant and Subsidy

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 www.skillsfuture.sg/credit to choose from the courses available on the SkillsFuture Credit course directory

Course Details

Module 1 Getting Started on R Keras

  • What is Deep Learning ?
  • What is Keras
  • Why Using R Keras Package
  • Install R Keras Package

Module 2 Neural Networks

  • What is Neural Network
  • Activation Functions
  • Neural Network on MNIST

Module 3 Convolutional Neural Network

  • What is CNN?
  • CNN Architecture
  • Convolution Layers
  • Pooling and Dropout Layers
  • CNN on MNIST dataset

Module 4 Transfer Learning

  • What is Transfer Learning
  • Pre-Trained Image Recognition Models
  • Fine Tuning Pre-Trained Models

Module 5 Recurrent Neural Network

  • Sequential Data
  • What is RNN?
  • Types of RNN
  • How to train a RNN
  • Long Term Dependencies
  • LSTM and GRU Cells
  • RNN on IMDB datasets

Who Should Attend

  • Data Scientists
  • Data Analysts
  • Engineers

Prerequisite

Basic R knowledge is assumed

Trainers

R TrainerDwight Nuwan Fonseka have a degree in Biotechnology (from NUS) ,Advanced diploma in Pharamceutical management (from MDIS) and Masters in Education (from NTU). He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas.

Chief Trainer in Tertiary CoursesDr. 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 2010, 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 price, awards 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 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.

Python, Tableau, R, Data Analytics TrainerLisa Lee has her degree in Finance at the Illinois Institute of Technology. Prior to returning to Singapore, she worked as a financial analyst in a US-start up that sells business intelligence to dental offices. She was on the winning team for the Chicago Quantitative Alliance (CQA) Investment Challenge in 2015.Her core specialisation skills are R, Python, Machine Learning, Statistical Analysis, and Data Visualisation in Tableau and Qliksense. She currently works as a Data Science Instructor at a local university.

R TrainerDr. Wesley Goi is currently in his final year of his PhD in Bioinformatics at National University of Singapore (NUS) where he previously received his degree in Molecular Biology at NUS (Honours 2nd Uppers). He was the TA for Introductory Bioinformatics LSM2241. He specialises in analysing high throughput DNA and RNA sequencing data of complex microbial communities using network analyses and various functional analyses. In his previous projects he has applied machine learning methods to vaccine discovery.

Java TrainerSiva Kumar is an experienced Solutions Architect with a demonstrated history of working in the computer software industry. Skilled in J2EE Web Services, Oracle Database, Maven, C++, and Apache Kafka. He is a strong engineering professional with a Bachelor of Technology (B.Tech.) focused in Computer Science from JNTU University Hyderabad.

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