Categories

Algorithms

Are "complex" ML Models Always Better?
by Koo Ping Shung on 14 April 2020
After mentoring data professionals for a few years, I notice that there is always a handful of r...
A Better Visualization of L1 and L2 Regularization
by likkhian on 05 March 2020
Here's an intuitive explanation of why L1 regularization shrinks weights to 0. Regularization...
Modeling and Output Layers in BiDAF — an Illustrated Guide with Minions
by Basil Han on 13 December 2019
BiDAF is a popular machine learning model for Question and Answering tasks. This article explain...
AI and Curve Fitting
by Basil Han on 25 November 2019
This article from last year popped up in my newsfeed recently. It contains a discussion on wheth...
Attention Mechanism in Seq2Seq and BiDAF — an Illustrated Guide
by Basil Han on 20 November 2019
Sequence-to-sequence (seq2seq) and Bi-Directional Attention Flow (BiDAF) are influential NL...
Demystifying RPA
by Thu Ya Kyaw on 15 October 2019
What is RPA? The buzzword “RPA” has been gaining traction in recent years across different in...
Word Embedding, Character Embedding and Contextual Embedding in BiDAF — an Illustrated Guide
by Basil Han on 08 October 2019
BiDAF is a popular machine learning model for Question and Answering tasks. This article il...
An Illustrated Guide to Bi-Directional Attention Flow (BiDAF)
by Basil Han on 01 October 2019
This article illustrates the workings of BiDAF, an NLP model that has pushed the envelope in the...
Illustrated: 10 CNN Architectures
by raimibinkarim on 26 September 2019
A compiled visualisation of the common convolutional neural networks.
Animated RNN, LSTM & GRU
by raimibinkarim on 19 June 2019
Recurrent neural networks are a class of artificial neural networks which are often used with se...