Search Results for author: Gautam Siddharth Kashyap

Found 7 papers, 1 papers with code

Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake

1 code implementation31 Mar 2024 Orchid Chetia Phukan, Gautam Siddharth Kashyap, Arun Balaji Buduru, Rajesh Sharma

To validate our hypothesis, we extract representations from state-of-the-art (SOTA) PTMs including monolingual, multilingual as well as PTMs trained for speaker and emotion recognition, and evaluated them on ASVSpoof 2019 (ASV), In-the-Wild (ITW), and DECRO benchmark databases.

DeepFake Detection Emotion Recognition +1

From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility

no code implementations25 Feb 2024 Pravneet Kaur, Gautam Siddharth Kashyap, Ankit Kumar, Md Tabrez Nafis, Sandeep Kumar, Vikrant Shokeen

This groundbreaking study explores the expanse of Large Language Models (LLMs), such as Generative Pre-Trained Transformer (GPT) and Bidirectional Encoder Representations from Transformers (BERT) across varied domains ranging from technology, finance, healthcare to education.

Disaster Response Management

How Paralingual are Paralinguistic Representations? A Case Study in Speech Emotion Recognition

no code implementations2 Feb 2024 Orchid Chetia Phukan, Gautam Siddharth Kashyap, Arun Balaji Buduru, Rajesh Sharma

We also show that downstream models using TRILLsson representations achieve SOTA performance in terms of accuracy across various multi-lingual datasets.

Speech Emotion Recognition

Detection of a facemask in real-time using deep learning methods: Prevention of Covid 19

no code implementations28 Jan 2024 Gautam Siddharth Kashyap, Jatin Sohlot, Ayesha Siddiqui, Ramsha Siddiqui, Karan Malik, Samar Wazir, Alexander E. I. Brownlee

By the end of April 2021, the world has recorded 144, 358, 956 confirmed cases of novel-coronavirus disease (Covid-19) including 3, 066, 113 deaths according to the world health organization (WHO).

From Simulations to Reality: Enhancing Multi-Robot Exploration for Urban Search and Rescue

no code implementations28 Nov 2023 Gautam Siddharth Kashyap, Deepkashi Mahajan, Orchid Chetia Phukan, Ankit Kumar, Alexander E. I. Brownlee, Jiechao Gao

In this study, we present a novel hybrid algorithm, combining Levy Flight (LF) and Particle Swarm Optimization (PSO) (LF-PSO), tailored for efficient multi-robot exploration in unknown environments with limited communication and no global positioning information.

MLOps: A Review

no code implementations19 Aug 2023 Samar Wazir, Gautam Siddharth Kashyap, Parag Saxena

Recently, Machine Learning (ML) has become a widely accepted method for significant progress that is rapidly evolving.

Roulette-Wheel Selection-Based PSO Algorithm for Solving the Vehicle Routing Problem with Time Windows

no code implementations4 Jun 2023 Gautam Siddharth Kashyap, Alexander E. I. Brownlee, Orchid Chetia Phukan, Karan Malik, Samar Wazir

The well-known Vehicle Routing Problem with Time Windows (VRPTW) aims to reduce the cost of moving goods between several destinations while accommodating constraints like set time windows for certain locations and vehicle capacity.

Management

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