Model Explainability: Making Sense of SHAP and LIME
Your model just denied someone a loan, flagged a tumour, or rejected a job application — and when the person asks …
Abhay
5 min read
Your model just denied someone a loan, flagged a tumour, or rejected a job application — and when the person asks …
Abhay
5 min read
Imagine teaching someone chess by never explaining the rules of strategy — you just let them play a few million games …
Abhay
4 min read
Imagine teaching a child to read without ever buying a book of answers. You just hand them sentences with a few words …
Abhay
4 min read
A neural network is, at heart, a very confident guesser that is wrong a lot at first. You show it a photo of a cat, it …
Abhay
4 min read
There’s an old saying that you’re the average of the five people you spend the most time with. k-Nearest …
Abhay
4 min read
Let’s clear up the worst-named algorithm in machine learning right away: logistic regression does classification, …
Abhay
4 min read
There’s a student we all remember from school: the one who memorised every answer in the textbook, aced the …
Abhay
4 min read
Suppose you want to build a classifier that tells apart 200 species of moths, and you have exactly 1,400 photos. Train a …
Abhay
4 min read
Most machine learning is taught with flashcards. You show the model a photo labelled “cat,” it guesses, you …
Abhay
5 min read
Imagine stacking ten layers of neurons, training for hours, burning through GPU credits — and ending up with something …
Abhay
4 min read