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Measuring What Matters: A Three-Tiered Framework for Recommender System Success

Measuring What Matters: A Three-Tiered Framework for Recommender System Success

by Dheeraj Kumar | Feb 3, 2026 | AI & Machine Learning

Your recommender model shows 85% precision in back-testing. Your attribution dashboard claims 40% of revenue. But how much of that is truly incremental? In the rapidly evolving landscape of AI-driven retail, the distance between a good model and a good personalization...
Real-Time Recommenders: How to Personalize the Web/App Experience (Part 1)

Real-Time Recommenders: How to Personalize the Web/App Experience (Part 1)

by Dheeraj Kumar | Dec 30, 2025 | AI & Machine Learning

In earlier articles, we have discussed the business of building recommendations: see Horses for Courses, and Hello Rubber, Meet Road. These have focused largely on offline recommendations that are generated and sent in batch mode; here, we shall focus on the real-time...
Rust in Data Science: From Underdog to Ecosystem Builder

Rust in Data Science: From Underdog to Ecosystem Builder

by Dheeraj Kumar | Dec 1, 2025 | AI & Machine Learning

Our Journey: Why We Shifted to Rust When we first decided to look beyond R and Python for data science, it wasn’t because we were chasing performance benchmarks or intrigued by language design. It was something more mundane — deployment pain. Our product had to...
Predictive Modelling for Customer Retention: Building First-to-Repeat and Churn Models

Predictive Modelling for Customer Retention: Building First-to-Repeat and Churn Models

by Dheeraj Kumar | Sep 5, 2025 | AI & Machine Learning

“No one told you when to run, you missed the starting gun” Pink Floyd, Time Understanding Time-Based Customer Behaviour Models In our previous discussions about predictive modelling for customer retention, we explored models that predict a customer’s...
Why AI Projects Fail: The Missing Link Between Machine Learning and Business Success

Why AI Projects Fail: The Missing Link Between Machine Learning and Business Success

by Dheeraj Kumar | Sep 3, 2025 | AI & Machine Learning

On the importance of connective tissue between technical solutions and business problems. Also on Indiana Jones, Monty Python and the Holy Grail, and such other important matters. Sometimes, enterprise data science can feel like one of those scenes in the Indiana...
Hello, is this IT Support? Help! My monitor ate my mouse!

Hello, is this IT Support? Help! My monitor ate my mouse!

by Dheeraj Kumar | Aug 18, 2025 | AI & Machine Learning

We were creating demo images for a dummy retail website we wanted to create for a Solus demo instance. So, when we were getting images of electronic equipment, this popped up: So, obviously, we leaned into it and decided to add a monitor to the product assortment. We...
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Recent Posts

  • Measuring What Matters: A Three-Tiered Framework for Recommender System Success
  • Real-Time Recommenders: How to Personalize the Web/App Experience (Part 1)
  • Rust in Data Science: From Underdog to Ecosystem Builder
  • Predictive Modelling for Customer Retention: Building First-to-Repeat and Churn Models
  • Why AI Projects Fail: The Missing Link Between Machine Learning and Business Success

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