Abhishek MukherjeeinTowards Data ScienceMinimum viable domain knowledge in data scienceContext is king!9 min read·Apr 15, 2019--2--2
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…9 min read·Mar 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…13 min read·Sep 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…9 min read·Aug 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…7 min read·Jul 26, 2018--2--2
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…7 min read·Jun 26, 2018--1--1
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…8 min read·May 3, 2018--3--3
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…10 min read·Apr 21, 2018--1--1