Search Results for author: Pratik Ratadiya

Found 5 papers, 1 papers with code

A decentralized aggregation mechanism for training deep learning models using smart contract system for bank loan prediction

no code implementations22 Nov 2020 Pratik Ratadiya, Khushi Asawa, Omkar Nikhal

In this paper, we present a solution to benefit from a distributed data setup in the case of training deep learning architectures by making use of a smart contract system.

Federated Learning

Evolution of transfer learning in natural language processing

no code implementations16 Oct 2019 Aditya Malte, Pratik Ratadiya

Eventually, with the advent of advanced recurrent neural network architectures such as the LSTM, we were able to achieve state-of-the-art performance in several natural language processing tasks such as text classification and machine translation.

Machine Translation text-classification +2

Spam filtering on forums: A synthetic oversampling based approach for imbalanced data classification

no code implementations10 Sep 2019 Pratik Ratadiya, Rahul Moorthy

An approach based on Synthetic Minority Over-sampling Technique(SMOTE) is presented in this paper to tackle imbalanced training data.

General Classification text-classification +1

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