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, 2022
- 2 min
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, 2022
- 3 min
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, 2022
- 2 min
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, 2022
- 3 min
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, 2022
- 2 min
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, 2022
- 3 min
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, 2022
- 3 min
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, 2022
- 3 min
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, 2022
- 2 min
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, 2022
- 3 min
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, 2022
- 3 min
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, 2022
- 4 min
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, 2022
- 2 min
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, 2022
- 3 min
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, 2022
- 3 min
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, 2022
- 3 min
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, 2022
- 4 min
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, 2022
- 3 min
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, 2022
- 3 min
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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