Course Fee (with GST)
Full Course Fees: $2862
Promo Fees: $2106
Self-Sponsored
SG Citizen/PR aged ≥ 21 years: $1131
SG Citizen aged ≥ 40 years: $741
Co-Sponsored (SME)
SG Citizen/PR aged ≥ 21 years: $741
SG Citizen aged ≥ 40 years: $741
Co-Sponsored (MNC)
SG Citizen/PR aged ≥ 21 years: $1131
SG Citizen aged ≥ 40 years: $741
Overview
Course reference number: TGS-2020503362
This 3-day instructor-led course provides you with the knowledge to understand the fundamentals of Data Science and Machine Learning, creating simple machine learning implementation in Cloud.
Implementing Data Science using R, and build Machine Learning using R packages. Implementing Data Science using Python and building Machine Learning using Python packages.
Prerequisites
- Adequate knowledge of Java
- Fundamentals for Android Development
- Previous knowledge and experience of any Java programming language is acceptable
Who Should Attend?
IT Professionals
- Data Scientist and Machine Learning Engineers
- Software developers who are seeking knowledge of Data Science and Machine Learning.
- Learners coming into the course are mainly looking for vertical career progression or to develop, and deploy machine learning projects.
Course Outline
- Module 1: Introduction to Data Science & Machine Learning
- Module 2: Managing Datasets using Azure Machine Learning – Regression
- Module 3: Managing Datasets using Azure Machine Learning- Classification
- Module 4: Building product recommendation Machine Learning System
- Module 5: Introduction to R and R Studio
- Module 6: Variable types and data structures
- Module 7: Base graphics system in R
- Module 8: General linear regression in R
- Module 9: Introduction to Python for Data Science
- Module 10: Data Processing with Numpy and Pandas
- Module 11: Data Visualization with Matplotlib
- Module 12: Machine Learning with Scikit Learn
