The Robust Digital Expert Big Data Analytics
Chapter 1: Data Analytics
- Overview
- Data Life Cycle
- Data Methodology
- Core Deliverables
- Key Stakeholders
- Data Analyst
- Data Scientist
Chapter 2: Data Analytics Project
- Problem Definition
- Data Collection
- Cleansing Data
- Summarising
- Data Exploration
- Data Visualisation
Chapter 3: Data Analytics Method
- Introduction to R
- Introduction to SQL
- Charts and Graphs
- Data Tools
- Statistical Methods
Chapter 4: Advanced Methods
- Machine Learning for Data Analysis
- Naive Bayes Classifier
- K-Means Clustering
- Association Rules
- Decision Trees
- Logistic Regression
- Time Series
- Text Analytics
- Online Learning
