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Sujith Chandrasekaran
Aug 19, 20223 min read
Adversarial attacks on "Explanation models"
Before we start our discussion on attacks, let us understand the explanation model, why we need it in the first place and how it works....
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Sujith Chandrasekaran
Aug 12, 20222 min read
Game theory to explainability
In game theory, a game can be a set of circumstances whereby two or more players or decision-makers contribute to an outcome. The...
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Sujith Chandrasekaran
Aug 5, 20223 min read
Explainable AI - an overview
We talked about the definition of Explainable AI in our previous edition. We will discuss how to interpret it, the taxonomy of...
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Sujith Chandrasekaran
Jul 29, 20222 min read
Explainable AI - demystified
On the one hand, we want an ML algorithm to predict accurately, and on the other hand, we want the data scientists / ML engineers to...
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Sujith Chandrasekaran
Jul 22, 20223 min read
Why should I trust your model?
Nine out of ten machine learning models developed don't get deployed in production, and one of the primary reasons for the same is that...
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Sujith Chandrasekaran
Jul 17, 20222 min read
Economics of AI
Has AI changed the world economy? How has AI improved the way we do business? What has been its impact? We will discuss. Let us start...
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Sujith Chandrasekaran
Jul 8, 20223 min read
Often assumptions impact decisions more than your data
Have you come across people saying, "I make decisions based on data and hence I am always correct"? I don't take your recommendations...
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Sujith Chandrasekaran
Jul 1, 20223 min read
What if you don't know the ground truth?
John, a class 12 student, has studied well, appeared for the revision tests several times, and improved his marks in internal exams. As a...
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Sujith Chandrasekaran
Jun 24, 20223 min read
No, Sorry, out of the syllabus
The machine learning model is like our baby. The learning process is almost like how children learn. For instance, the children observe...
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Sujith Chandrasekaran
Jun 17, 20222 min read
No Free Lunch Theorem
In the 1870s, saloons (bars) in the United States started to offer free lunches to those customers purchasing at least one drink....
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Sujith Chandrasekaran
Jun 10, 20223 min read
10 reasons why your ML model could be unfair
Human beings define the problem, collect data, train, test and deploy the machine learning model. How can you expect the model to be fair...
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Sujith Chandrasekaran
Jun 3, 20223 min read
Fairness through unawareness
Let us say your father is a political leader or an influential Government official. There is a cricket match in your city. You are...
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Sujith Chandrasekaran
May 27, 20224 min read
Can you assess model fairness?
Banner created using canva.com You have now trained and tested your model for performance and are ready to deploy. But did you validate...
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Sujith Chandrasekaran
May 20, 20222 min read
Confusion Matrix
Banner created using canva.com You have built a classification model that classifies, for instance, whether a convict is a fraud or not,...
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Sujith Chandrasekaran
May 13, 20223 min read
Politics of AI
Banner created using canva.com Before we talk about politics in AI, let us try to understand what AI is in the first place? There are...
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Sujith Chandrasekaran
May 7, 20223 min read
Would you kill the fat man?
Banner created using canva.com Discussion on fairness is not complete without discussing the Trolley problem. To those who don't know...
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Sujith Chandrasekaran
Apr 29, 20223 min read
Is your AI system unfair?
Banner created using canva.com, Image credit https://www.pexels.com/photo/leopard-on-brown-trunk-tree-46254/ Let's play a coin toss game,...
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Sujith Chandrasekaran
Apr 22, 20224 min read
My name is Data
Banner was created using canva.com. Photo by Vitaly Vlasov from Pexels I was born when a retail customer swiped her debit card against a...
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Sujith Chandrasekaran
Apr 15, 20223 min read
Data virtualisation - an overview
Banner was created using canva.com The practice of copying data to multiple locations to integrate it has been prevalent in the industry....
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Sujith Chandrasekaran
Apr 8, 20223 min read
How can you address data silos?
Banner was created using free images in canva.com You know the data silos aren’t desirable to an organisation. But do you know, why are...
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