Outline.md

Introduction

• Meet Your Guides
• The Short Version – The Core Concepts of Data Science
• About Booz Allen Hamilton

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

• Machine Learning
• Feature Engineering
• Feature Selection
• Data Veracity
• Application of Domain Knowledge
• Model Validation
• The Curse Of Dimensionality
• Ensemble Models

Putting it all Together – Our Case Studies

• Our Case Studies
• Making Vaccines Safer
• Predicting Customer Response
• Preventing Atrocities
• Reducing Flight Delays
• Streamlining Medication Review

Closing Time

• Parting Thoughts
• References
• The Future of Data Science
• Guide In The Press