NEW DELHI — In the rapidly shifting landscape of digital marketing, the shelf life of a social media strategy is measured in months, sometimes weeks. For veterans of the search and discovery ecosystem, platform algorithms are not mystical entities to be feared, but living data sources to be analyzed. Nearly two decades after entering the […]
Scaling the Science of Growth: Inside The Home Depot’s Experimentation Engine
In the high-stakes world of enterprise retail, the difference between a market leader and a laggard often comes down to the speed and accuracy of decision-making. As companies navigate increasingly complex digital landscapes, the traditional approach to A/B testing—often siloed, manual, and vanity-metric driven—is proving insufficient. In the 25th edition of our CRO Perspectives series, […]
The Silent Risk: Why Scaling Agencies Must Evolve Beyond "Convenience" Access
In the early stages of a web development agency, operations are often defined by speed. When a team consists of two or three people, access management is frequently relegated to the status of a "habit" rather than a formal business process. It is common practice to share admin credentials because it saves time, grant company-wide […]
A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling
# Introduction A model that says it is 90% confident should be right 90% of the time. When that relationship breaks down, you get a miscalibration problem. The model’s scores stop telling you anything useful about reliability. For large language models (LLMs), miscalibration is widespread. A 2024 NAACL survey found that confidence scores diverge […]
A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling
# Introduction A model that says it is 90% confident should be right 90% of the time. When that relationship breaks down, you get a miscalibration problem. The model’s scores stop telling you anything useful about reliability. For large language models (LLMs), miscalibration is widespread. A 2024 NAACL survey found that confidence scores diverge […]