As data science is everywhere due to the evolution of tools, computation power, speed, connectivity, storage systems and algorithms there is no way of getting out of working with it. Due to the pandemic the digitization accelerated furthermore and changed complete Eco system of all the domains. …

Background: We are in the midst of a unprecedented outbreak of mass proportions. We in India have seen have seen a series of all possible forms of lockdowns and un–lockdowns, the problem still seems to be looming large upon us. …

Objective: As the world is witnessing an unprecedented outbreak of mass proportions, and all of us are doing our bit by ensuring ‘social distancing’, essentially locking ourselves inside our own homes, totally avoiding social interactions. …

As a practitioner, in my lens any of the analytical problem will be solved by using the either of these approaches Prediction — Predicting the future Grouping Association Exploring the data in either higher dimensional Space (kernels) or lower dimensional Space And we do have different algorithms because of the…

I believe that ‘technology/ AI’ does not have intrinsic value; its value lies in its application. I always say that I may create the best of algorithms with a great accuracy but it is only as useful as the problem it is solving. …

In my lens Analytics/ML/Data science whatever you call, it is always lies between exploration and explanation. Always the aim is to understanding the business problem and then converts that problem into data problem through the proper data exploration (with problem statement, Domain and data quality prospective using data literacy skills)…

Over the years, I have been curating these cheat sheets that all of us — statisticians, analysts and data scientists will relate to. I have always admired how creatively and crisply these sheets convey the content. One of things that Lockdown time is getting me to do is, revisiting old folders, found this, so sharing it with you all. http://statsvenu.com/cheat-sheet/

As the world is witnessing an unprecedented outbreak of mass proportions, and all of us are doing our bit by ensuring ‘social distancing’, essentially locking ourselves inside our own homes, totally avoiding social interactions. While our physical office stays closed and we continue to work remotely as team and manage project deadlines, missing the learning sessions we used to have as team. Sharing with you the posters we made on each topic for our own internal training, Since this ‘Lockdown’ has also given us a little bit more time on our hands, this is also a good time to refresh on our ML basics.