BIG DATA

• Big Data

• Basics of Location Data

• Map Data

• Location Data Sources

• CDR - Mobile Phone Network Data

• Geosocial Data

• Bidstream

• Lation-based Footfall Measurement

Introduction to Big Data Analytics

Key Concepts

• Big Data overview

• Understanding the Growth of Data

• State of the practice in analytics

• Business Intelligence versus Data Science

• Emerging new Big Data ecosystem

• The Data Scientist

• Examples of Big Data analytics

Data Analytics Lifecycle

Key Concepts

• Discovery

• Data preparation

• Model planning

• Model execution

• Communicate results

• Operationalize

Data Mining

Key Concepts

Basic Data Analytic Methods

Key Concepts

• Data exploration and analysis

• Statistical methods for evaluation

• Centroid Clustering

• K-means

• Unsupervised

• Within Sum of Squares

Advanced Data Analytic Methods

Key Concepts

• Clustering

• Associaciom Rules

• Regression

• Classification

• Time Series Analysis

• Text Analysis

The Virtuous Cycle of AI Products

Key Concepts

Data Visualization

Key Concepts