We apply the Tidyverse suite to perform Exploratory Data Analysis and then apply machine learning libraries which Varian (2014) provides in the form of an interesting and thought provoking primer. To demonstrate some of practical attributes of RStudio, we implement some of Machine Learning models below provided by Varian (2014) in the form of R scripts made available with his Journal of Economic Perspective paper. It also permits collaboration in real time among colleagues working on shared projects. It replicates the Desktop experience seamlessly even on basic tablets and has the virtue of permitting projects to be saved to the cloud. If you are just running R scripts, RStudio Cloud is a natural choice for setting up and executing data projects.

This allows for greater mobility and opportunities to collaborate. Cloud based computing implies storing and accessing data and programs over the Internet instead of your computer's hard drive. 13 years from then, this bubble still has some weight and it's best to break it now.RStudio Cloud is a hosted version of RStudio in the cloud that makes it easy to engage in data analysis on the go - even for the tablet warriors among you. In a conference in 2007, a head of department of a premier Indian institute made a statement in his presentation that 'bioinformatics is just about application of the right tools'. Ultimately, it is also the domain and context in which a particular approach applied can make a world of difference.

There are at least 2-3 ways to approach a biological problem and I'm sure none of these courses would teach this. Importantly, not just *a* programming language or *a* web-resource or *a* tool/software can help your use case.

No one can stop anyone from learning any new skill but skills alone doesn't make someone the best at their job. But this trend has led to a false sense of belief that Bioinformatics can be self-taught and we can utilise the lockdown to become one! Short answer - NO! While #covid19 has brought out death and destruction to the scale we could only see on silver screen, the forced lockdown has encouraged many of us to learn a new skill - ranging from as simple as refining your inner pastry chef to learning a programming language.

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