Published inTowards Data Science·Jul 30, 2021Brain-computer interface to decode imagined handwriting into real-time textDo you wonder how BCI can restore communication to people who have lost the ability to move or speak using deep learning? — We have already seen many fields like Natural Language Processing, Computer Vision, Predictive Maintenance, Recommendation Systems being revolutionalized with deep learning in one way or another. This article will discuss recent research showing the potential of deep learning in Brain-Computer Interfaces (BCIs). …Brain Computer Interface5 min readBrain Computer Interface5 min read
Published inTowards Data Science·Oct 29, 2020Language Model like Pre-Training for Acoustic DataPeople following Natural Language Processing (NLP) research closely will know that latterly introduced language models like BERT [7], GPT are radically changing the NLP field. In NLP, unsupervised pre-training of language models improved many tasks such as text classification, semantic textual similarity, machine translation. Have you ever wondered how these…NLP5 min readNLP5 min read
Published inTowards Data Science·May 4, 2020Member-onlyBeware of Weight Poisoning in Transfer LearningI am confident that most of us are familiar with backdoor attacks when it comes to computer security, but have you ever imagined that your deep learning models are at risk because of similar attacks. As Machine Learning Practitioners, we should be aware of theses attacks to secure our models. …Deep Learning5 min readDeep Learning5 min read
Published inTowards Data Science·Jan 11, 2020Member-onlyGetting Started with NLP for Indic LanguagesWant to go beyond English and use the real power of Natural Language Processing (NLP) to serve the second-most populous country in the world? Everyone knows India is a very diverse country and a home for lots of languages but do you know India speaks 780 languages [1]. It’s time…Machine Learning6 min readMachine Learning6 min read
Published inAnalytics Vidhya·Sep 14, 2019Member-onlyEntity Linking: A primary NLP task for Information ExtractionI am sure most of you would have come across Named Entity Recognition (NER). NER is a fundamental Natural Language Processing (NLP) task and has a wide range of use cases. This article is not about NER but about an NLP task that is closely related to NER. Do you…Text Mining6 min readText Mining6 min read
Published inTowards Data Science·Jul 13, 2019Member-onlyDeep Learning for Survival AnalysisRecently I got an opportunity to work on Survival Analysis. Like any other project, I got excited and started to explore more about Survival Analysis. As per wiki, “Survival analysis is a branch of statistics for analyzing the expected duration of time until one or more events happen, such as…Survival Analysis7 min readSurvival Analysis7 min read
