Building and Managing an Analytics Team
- Setting up a Data Science Practice: Fundamental Principles
- Setting up a Data Science Practice: People Dimension
- Setting up a Data Science Practice: Analytics Processes
- Building a Data Science Practice
- Agile Data Science: The Point of It All
- Agile Data Science – A Prerequisite
- Agile Data Science: On Opportunism
- Pixar on Management
- The Case for Centralising Analytics
The Practice of Data Science
- Agile Data Science: Start with An Action
- Don’t Let Your Model Die in a Powerpoint Presentation
- A Portfolio Approach to Managing an Analytics Team
- Agile Data Science: Applying Kanban in the Analytics Life Cycle
- Small Data: The Yin to Big Data’s Yang
Training and Education
- On Data Science Training — Core Technical Skills
- The Education of a Data Scientist: On Sands and Other Irritants
- Lifting the Fog on Machine Learning Maths
- A Reading List for Data Scientists
- A Short Course on Statistical Learning
- How to Prove It
- How to Learn R
Tools and Programming Languages
- Apache Spark vs MPP Databases
- The Missing Data Science Language?
- In-Database Machine Learning Illustrated
- PL/Fortran and PL/C++ on PostgreSQL and Greenplum
- A Digitisation Project: Fun with Tesseract
- A Note on Lazy Evaluation in R
Practically Useful Algorithms
- Scalable Entity Resolution Using Probabilistic Signatures on Parallel Databases
- How to Link Millions of Addresses with Ten Lines of Code in Ten Minutes
- Practical Algorithms for Distributed Privacy-Preserving Risk Modelling
- Extending the Paillier Cryptosystem to Handle Floating Point Numbers
- Survival Analysis using Logistic Regression
- A Text-Based and Self-Adapting Product Recommendation Engine
- Automatic Data Integration using Normalised Compression Distance
- Privacy Preserving Outlier Detection: A Tutorial
- From Words to Concepts: Explicit Semantic Analysis
- Online Support Vector Machines
- Bayesian Estimators for Bernoulli Distributions
- Partial Least Squares Explained
- Quantifying the Accuracy of Business Rules
Domain-Specific Articles
- Detecting Financial Crimes: Current State, Limitations, and A Way Forward
- Analytics Opportunities in Financial Intelligence
- How to Think About Retail Analytics
- Customer Lifetime Value and Its Application in Retail Analytics
- A Note on Shopping Efficiency and Product Placement
- A Framework to Detect Waste and Fraud in Health Insurance
- The Competitive Moat of Google, Facebook and Other Data Owners
Mental Models 4 Life 