Time-Series Forecasting – A Primer

Time-Series Forecasting – A Primer

Written by Dr. Swaminathan Krishnan, Senior Data Scientist, Illumination Works Time series capture the variation of physical measurements over time. Because time is eternal and change is the only constant in nature, time series data are ubiquitous. What’s more, the...
Uncertainty in AI Domains

Uncertainty in AI Domains

Written by Dr Swaminathan Krishnan, Senior Data Scientist, Illumination Works AI adoption hinges on its trustworthiness. Validation and testing help to build trust. But how truly trustworthy is the AI? Uncertainty quantification resolves this question, establishing a...
Uncertainty: What is it and why should you care?

Uncertainty: What is it and why should you care?

Written by Dr Swaminathan Krishnan, Senior Data Scientist, Illumination Works Data science reflects on the past to illuminate the future, but since humans make decisions based on their assessment of risks and rewards, it is crucial that this forecast is accompanied by...
Beyond Dashboards: The Psychology of Decision-Driven BI/BA

Beyond Dashboards: The Psychology of Decision-Driven BI/BA

Written by Audrey Way, Data Visualization Specialist, Illumination Works  Despite all the data at our fingertips, businesses still struggle to turn insights into action. The problem isn’t the numbers—it’s how our brains interpret them, and without integrating decision...