Introduction

This course aims to develop full stack capability with emphasis on employability in Data Science. The bootcamp seeks to develop highly employable data science skills that is much sought after by the industry.

Participants will be trained in 2 areas of specialisation:

  • Data Visualisation
  • Machine Learning
Programme Structure

Data Visualisation

  • Programming for Data Science
  • Data Science in R
  • Data Manipulation
  • Practical Statistics
  • Descriptive Statistics
  • Inferential Statistics
  • Data Visualization in R
  • Plotting Essentials
  • Richer Visualization Techniques
  • Interactive Plotting & Web Dashboard
  • Interactive Visualization
  • Web Dashboard Development
  • Data Visualization Capstone Project

Machine Learning

  • Regression Models & Classification in Machine Learning 1
  • Logistics Regression
  • Nearest Neighbours Algorithm
  • Classification in Machine Learning 2
  • Na├»ve Bayes
  • Tree-Based Methods and Ensembles
  • Unsupervised Machine Learning
  • Dimensionality Reduction
  • K-Means Clustering
  • Time Series | and Forecasting
  • Neural Network and Deep Learning
  • Machine Learning Capstone Project
Dates & Fees

Dates
For more information on Application Dates, click here.

Fees
For more information on Fee, Scholarships and Finance matters, click here.

Contact Details

CET Academy
Ngee Ann Polytechnic
Blk 50
#01-01
535 Clementi Road
Singapore 599489

Tel: +65 6460 6353
Email: enquiryPDP@np.edu.sg