mohrosidi / dsf2019

Data Science Fundamentals (EDA, Data Visualization and Machine Learning in R) 2019 edition

Data Science Fundamentals (2019 Edition)

Overview

The following coursebook is produced by the team at Algoritma for its Data Science Fundamentals Series workshops in:

• Bangkok, January 2019
• Singapore, July 2019
• Jakarta, November 2019
  • Participants in Jakarta can use the jakarta branch instead for the content and materials

Syllabus

• Programming languages and Tools

• R Programming

• Workflow and Tools Setup

• Data Structures in R

• Statistical Tools

• R Scripts and R Markdown

• Data Visualization

• Plotting Basics

• Statistical Plots

• Demo: Introduction to ggplot2

• Machine Learning

• Correlation and Covariances

• Regression Models

• Regression Models / Case Study

Attribution

All datasets used in the workshop belongs to their respective owners and are accordingly attributed in the course.