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Our 15 AI experts built the most comprehensive, practical, 90+ lesson courses to master AI Engineering - we have pathways for any experience at Towards AI Academy. Cohorts still open - use COHORT10 for 10% off.

Author: Ashwin Biju Alikkal

How ‘It’ Learned to Mean ‘Cat’ — A Journey Through Attention in Transformers
Artificial Intelligence  Latest  Machine Learning

How ‘It’ Learned to Mean ‘Cat’ — A Journey Through Attention in Transformers

Ashwin Biju Alikkal
0 like
August 28, 2025

Author(s): Ashwin Biju Alikkal Originally published on Towards AI. When I first started learning how machines understand language, I was honestly a bit amused. How could something as deep and emotional as human language be reduced to just counting words or giving …

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Why Mutual Information Deserves More Love Than It Gets
Latest  Machine Learning

Why Mutual Information Deserves More Love Than It Gets

Ashwin Biju Alikkal
3 likes
May 10, 2025

Author(s): Ashwin Biju Alikkal Originally published on Towards AI. Correlation brought a ruler to a curve fight. MI brought the truth. ✨ Introduction A few months into working on ML projects, I was pretty confident in my ability to identify useful features. …

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Classification Models as Detectives: Solving Mysteries with LDA, QDA, and Naive Bayes
Latest  Machine Learning

Classification Models as Detectives: Solving Mysteries with LDA, QDA, and Naive Bayes

Ashwin Biju Alikkal
1 like
May 5, 2025

Author(s): Ashwin Biju Alikkal Originally published on Towards AI. Solving crimes, one assumption at a time (Image generated by ChatGPT) ✒️ Introduction There’s something about ML models that reminds me of detective stories. Instead of jumping straight into, “Who did it?” like …

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