Erstwhile Windows and Office maker has transformed its business into a digital conglomerate with a number of growth engines.

Microsoft — Revenue Engines ( Picture by author)


Inside AI

A balanced recommended diet with the constraint of the tight budget in this pandemic is a challenge. It can be addressed to some extent with linear optimisation model

Photo by Brooke Lark on Unsplash

Technological disruptions are reshaping the operations across industries. In a few years, the lines between tech and non-tech sectors will be blurred as technology gets infused within the conventional industry sector.

Photo by Umberto on Unsplash

Inside AI

The amount of data that is getting available is increasing super exponentially with the advancement of IoT, sensors and storage capability.

Photo by Umberto on Unsplash


Inside AI

“One look is worth a thousand words.” These quick data analyses have the potential to improve model prediction accuracy and focussed data pre-processing

Data visualisation based on the code discussed in this article — Image from Author


Inside AI

It is an art to develop a generalised machine learning model with the minimum required dimensions and ignoring the lesser important features.

Photo by Thanos Pal on Unsplash


Inside AI

Most business cases relate to predicting a minority class event like fraud, detection of alignment, etc. The prediction accuracy of a rare event for a machine learning model trained on imbalanced data is abysmally bad.

Photo by Ammar ElAmir on Unsplash


Inside AI

Pandas is a swiss knife available to data scientist and machine learning professionals. 3 advanced powerful methods for real-life projects

Photo by Sid Balachandran and Sai Kiran Anagani on Unsplash


My journey and career transformation from mechanical engineer to machine learning scientist, and lessons learned

Photo by Nick Morrison on Unsplash


Inside AI

No need for generic filters provided by Instagram and other services

Images based on the code discussed in this article. The original picture is taken by author

Kaushik Choudhury

Kaushik Choudhury is an experienced Supply Chain Strategy and Digital Transformation manager in one of the Big 4 Consulting firm in the UK.

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