Neeraj KumarGENERATIVE LEARNING TRILEMMAAt present, generative learning frameworks are unable to meet three essential criteria simultaneously, which are often necessary for their…4 min read·Apr 8, 2023----
Neeraj KumarWhy Contrastive loss for unsupervised learning.Unsupervised learning holds out the possibility that we can acquire transferable representations even in the absence of direct human…3 min read·Sep 5, 2022----
Neeraj KumarUnderstanding Variational AutoencoderLet us consider some dataset X = {x (i)} N i=1 consisting of N i.i.d. samples of some continuous or discrete variable x. We assume that the…6 min read·Aug 10, 2021----
Neeraj KumarDocument Ranking using BertDocument ranking is a well-known problem in the NLP domain which has prominent use cases across the various industries in extractive…3 min read·Aug 7, 2021--1--1
Neeraj Kumarknowledge distillation in deep learning — A mathematical perspectiveSome of the problems like object detection, speech recognition are common applications that are used in many industries. Several…3 min read·Feb 21, 2021----