The Short Version – The Core Concepts of Data Science
Start Here for the Basics – Introduction to Data Science
- What Do We Mean by Data Science?
- How Does Data Science Actually Work?
- What Does It Take to Create a Data Science Capability?
Take off the Training Wheels – The Practitioner’s Guide to Data Science
- Guiding Principles
- The Importance of Reason
- Component Parts of Data Science
- Fractal Analytic Model
- The Analytic Selection Process
- Guide to Analytic Selection
- DetailedTable of Analytics
Life in the Trenches – Navigating Neck Deep in Data
- Feature Engineering
- Feature Selection
- Data Veracity
- Application of Domain Knowledge
- Model Validation
- The Curse Of Dimensionality
Putting it all Together – Our Case Studies
- Consumer Behavior Analysis from a Multi-Terabyte Data Set
- Strategic Insights with Terabytes of Passenger Data
- Savings Through Better Manufacturing
- Realizing Higher Returns Through Predictive Analytics
Closing Time
- Parting Thoughts
- Reference
- About Booz Allen Hamilton