Attention Mechanism in Seq2Seq and BiDAF — an Illustrated Guide
Sequence-to-sequence (seq2seq) and Bi-Directional Attention Flow (BiDAF) are influential NLP models. These models make use of…
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Technical Debt in Building Machine Learning Systems
Developing a machine learning (ML) system is not the same as software engineering, as I…
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Software Engineering for Machine Learning : A Case Study
Some take-away points from Microsoft’s paper Microsoft presented this paper at this year’s International Conference…
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The AI Apprenticeship Programme
What is AIAP? AIAP stands for AI Apprenticeship Programme, a 9-month full-time programme that aims…
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When Machines Mimic Your Voice
Last month, in a Facebook post, Prime Minister Lee Hsien Loong brought to attention what…
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It is Good to Learn Programming
As an economist by training, I did a lot of mathematics and statistics modules during…
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Word Embedding, Character Embedding and Contextual Embedding in BiDAF — an Illustrated Guide
BiDAF is a popular machine learning model for Question and Answering tasks. This article illustrates how…
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What are all these terms … Data Science, Machine Learning, Artificial Intelligence?
As many of you know, I conduct training in a few institutions in Singapore. For…
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An Illustrated Guide to Bi-Directional Attention Flow (BiDAF)
This article illustrates the workings of BiDAF, an NLP model that has pushed the envelope…
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Illustrated: 10 CNN Architectures
A compiled visualisation of the common convolutional neural networks.
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