Abhishek MukherjeeinTowards Data ScienceMinimum viable domain knowledge in data scienceContext is king!Apr 15, 20192Apr 15, 20192
Abhishek MukherjeeinTowards Data ScienceTrust and interpretability in machine learningDo machine learning models always need to be interpretable? Given a choice between an interpretable model that is inaccurate and a…Mar 30, 2019Mar 30, 2019
Abhishek MukherjeeinTowards Data ScienceScalable methods for explaining machine learningMachine learning is often called the part of AI that works. Yet, there is a growing unease that we do not really understand why it works so…Sep 9, 2018Sep 9, 2018
Abhishek MukherjeeinTowards Data ScienceLean startup and machine learningThe term Lean startup was coined about ten years ago. Since that time it has grown to become one of the most influential methodologies for…Aug 19, 2018Aug 19, 2018
Abhishek MukherjeeinTowards Data ScienceWhat can machine learning do for theoretical science?Scientific theories are what make the world comprehensible, at least for most of us. But then we heard a rumor that there is a new game in…Jul 26, 20182Jul 26, 20182
Abhishek MukherjeeinTowards Data SciencePsychographics — the math that may have turned a presidential electionUnless you have been hiding under a rock or a social media free zone, you must have heard about the Facebook/Cambridge Analytica scandal…Jun 26, 20181Jun 26, 20181
Abhishek MukherjeeinTowards Data ScienceMachine learning and the law of falling applesDisclaimer: The purpose of this article is not to disparage machine learning in any shape or form. Machine learning is lovely, I make my…May 3, 20183May 3, 20183
Abhishek MukherjeeinTowards Data ScienceProduct definition in the age of AIA decade ago, software was eating the world. But, right now it looks like artificial intelligence is eating the world. Not a day goes by…Apr 21, 20181Apr 21, 20181