Machine Learning and Data Science
Thursday, July 12, 2018
Migrating to Jekyll
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I have found that Jekyll has a much better support for Latex and hence, I have moved my blog over to Jekyll. You can find all my old blog...
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Friday, June 29, 2018
I Have Words! Give Me Sentences! - Sentence Embeddings
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Word embeddings are the staple of any Natural Language Processing (NLP) task. In fact, representation of words in the form of vectors is pr...
Wednesday, May 16, 2018
Conditional Random Fields
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Conditional Random Field (CRF) is the go-to algorithm for sequence labeling problems. Initial attempts at sequence labeling such as POS tag...
Friday, January 26, 2018
Word Mover's Distance: Mathematical Background
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We are fully aware of the marked influence of the introduction of Word2Vec method of word embedding on the Natural Language Processing doma...
Tuesday, December 5, 2017
Hidden Markov Models (HMM): Theoretical Background
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Hidden Markov Models (HMM) were the mainstay of generative models a couple of years ago. Even though more sophisticated Deep Learning gen...
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