Ravindra KompellainTech Impact InsightsBayesian online change point detection — An intuitive understanding.What is a Changepoint? There could be abrupt variations in a data sequence that could be characterized by any combination of parameters —…May 15, 20204May 15, 20204
Ravindra KompellainTowards Data ScienceTap into the dark knowledge using neural nets — Knowledge distillationMotivation: The main objective of any ML/AI model is determined by how well it can generalize on unseen data as opposed to how well it…Jul 30, 20182Jul 30, 20182
Ravindra KompellainTowards Data ScienceConversational AI chat-bot — Architecture overviewThe aim of this article is to give an overview of a typical architecture to build a conversational AI chat-bot. We will review the…Feb 9, 201812Feb 9, 201812
Ravindra KompellainTowards Data ScienceUsing LSTMs to forecast time-seriesThere are several time-series forecasting techniques like auto regression (AR) models, moving average (MA) models, Holt-winters, ARIMA…Jan 17, 201815Jan 17, 201815
Ravindra KompellainTowards Data ScienceNeural Machine Translation — Using seq2seq with KerasTranslation from English to French using encoder-decoder modelJan 9, 201818Jan 9, 201818
Ravindra KompellainTowards Data ScienceLSTM — nuggets for practical applicationsCode examples in keras functional apiJan 8, 20181Jan 8, 20181
Ravindra KompellainTowards Data ScienceSupport vector machines ( intuitive understanding ) — Part#2Notion of maximum margin classificationOct 18, 20171Oct 18, 20171
Ravindra KompellainTowards Data ScienceSupport vector machines ( intuitive understanding ) — Part#1Comparison with logistic regression and hinge lossOct 17, 20176Oct 17, 20176