プロフィール詳細

プロジェクトを作成

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Dr. Alok S.に依頼

United Kingdom

Expert in AI, NLP & ML. PhD in Computer Science with 5+ years of experience in cutting-edge research. Let's build sma

プロフィール概要

I hold a PhD in Computer Science and Engineering with a strong focus on AI, Machine Learning (ML), and Natural Language Processing (NLP). My research delves into multimodal machine learning, video and image captioning, computer vision, and information extraction. I have over five years of research experience, including postdoctoral work at the University of Oxford, where I focus on deep learning models for asset detection using satellite imagery, NLP-based data extraction, and ML for decarbonization efforts in agriculture. I’ve successfully implemented deep learning frameworks using PyTorch and Keras, and am skilled in handling large-scale datasets and developing models that integrate NLP and computer vision. For example, I designed a retrieval-augmented generation (RAG) pipeline using open-source language models and created ranking systems for more efficient information extraction. My technical proficiency includes programming languages like Python, R, and MATLAB, along with cloud platforms like Google Cloud (GCP) and specialized tools such as LangChain and LlamaIndex. I’ve contributed to cutting-edge projects, including multilingual video captioning and shot boundary detection algorithms, leading to publications in reputable journals. Additionally, I’ve supervised master’s and PhD students, organized workshops, and presented at international conferences on topics such as NLP’s role in climate change solutions and advanced machine learning techniques for sustainable finance.

専門分野

• ★ Machine Learning
• ★ Natural Language Processing
• ★ Computer Vision
• ☆ Electrical Engineering
• ☆ Data Analysis
• ☆ Earth & Atmospheric Science
• ☆ Geographic Information Systems (GIS)
• ☆ Python
• ☆ Matlab
• ☆ Excel
• ☆ Tensorflow
• ☆ LaTex
• ☆ R
• ☆ Scikit-learn

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Technical Writing, General Proofreading & Editing

Research Technology Scouting, Fact Checking, Gap Analysis, Gray Literature Search, Scientific and Technical Research, Systematic Literature Review, Secondary Data Collection

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Image Processing, Image Analysis, Data Visualization, Big Data Analytics, Text Mining & Analytics, Data Processing

Product Development Formulation

職務経験

Postdoctoral Research Associate - Machine Learning and Data Science

University of Oxford

11月 2022 - 現在

Research Associate

University of Oxford

11月 2022 - 現在

学歴

Doctorate

National Institute Of Technology Silchar

7月 2019 - 8月 2022

PhD Candidate (Computer Science and Engineering)

National Institute of Technology, Silchar

7月 2019 - 8月 2022

認定資格

• Android developer

  College of engineering roorkee

  3月 2014 - 現在

出版物

JOURNAL ARTICLE

Alok Singh, Thoudam Doren Singh, Sivaji Bandyopadhyay (2023). Correction to: Attention based video captioning framework for Hindi . Multimedia Systems.

Alok Singh, Thoudam Doren Singh, Sivaji Bandyopadhyay(2022). V2T: video to text framework using a novel automatic shot boundary detection algorithm . Multimedia Tools and Applications. 81. (13). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 17989--18009. Springer Science and Business Media {LLC}

Alok Singh, Thoudam Doren Singh, Sivaji Bandyopadhyay(2022). Attention based video captioning framework for Hindi . Multimedia Systems. Springer Science and Business Media {LLC}

Alok Singh, Thoudam Doren Singh, Sivaji Bandyopadhyay(2021). An encoder-decoder based framework for hindi image caption generation . Multimedia Tools and Applications. Springer Science and Business Media {LLC}

Saptarshi Chakraborty and Alok Singh and Dalton Meitei Thounaojam(2021). A novel bifold-stage shot boundary detection algorithm: invariant to motion and illumination . The Visual Computer. Springer Science and Business Media {LLC}

Alok Singh, Dalton Meitei Thounaojam, Saptarshi Chakraborty(2020). A novel automatic shot boundary detection algorithm: robust to illumination and motion effect . Signal, Image and Video Processing. 14. (4). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 645--653. Springer Science and Business Media {LLC}

BOOK CHAPTER

Alok Singh, Saptarshi Chakraborty, Dalton Meitei Thounaujam, Gautam Pal(2022). ALO-SBD: A Hybrid Shot Boundary Detection Technique for Video Surveillance System . 685--696Springer Singapore

Pankaj and P. K. De and Alok Singh(2021). A Study of Propagation of Love Waves in an Anisotropic Porous Layer Under Initial Stresss . Lecture Notes in Mechanical Engineering. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 267--281. Springer Singapore

Alok Singh and Loitongbam Sanayai Meetei and Thoudam Doren Singh and Sivaji Bandyopadhyay(2021). Generation and Evaluation of Hindi Image Captions of Visual Genome . Proceedings of the International Conference on Computing and Communication Systems. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 65--73. Springer Singapore

PREPRINT

(2020). A Comprehensive Review on Recent Methods and Challenges of Video Description.

Alok Singh and Thoudam Doren Singh and Sivaji Bandyopadhyay(2020). NITS-VC System for VATEX Video Captioning Challenge 2020 .