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Avnish SinghAS
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Avnish Singh

@avnishsingh17

AI/ML Engineer and Researcher with experience in cybersecurity, LLM applications, RAG systems, MLOps, and graph-based machine learning.

India
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What I'm looking for

I’m looking to apply graph ML, federated learning, and RAG/LLM agent building to deliver reliable, monitored ML systems. I want teams that value reproducibility, experimentation, and turning research into production-ready deployments.

I am an AI/ML researcher and engineer with a background in machine learning, cybersecurity, MLOps, and intelligent systems. I completed an M.Sc. in Computational Science and Applications (Data Science specialization) from Banaras Hindu University and worked as a Junior Research Fellow at the National Institute of Technology Raipur on a government-funded research project focused on AI-driven cyber threat detection and forensic analysis.

My experience includes developing machine learning and deep learning models, building end-to-end AI applications, designing data pipelines, and working with graph neural networks, anomaly detection, cybersecurity analytics, and large-scale data processing. I have also built LLM-powered applications using RAG architectures, vector databases, FastAPI, and modern AI frameworks.

I have authored peer-reviewed research publications in machine learning and cybersecurity, including work on EEG-based neurological disorder classification, advanced persistent threat detection, federated learning for Industrial IoT security, and edge intelligence.

My interests include artificial intelligence, machine learning engineering, agentic AI systems, cybersecurity, trustworthy AI, MLOps, and the development of scalable AI solutions that bridge research and real-world applications. I enjoy working on challenging problems at the intersection of AI, systems, and security while building practical technologies that deliver measurable impact.

Experience

Work history, roles, and key accomplishments

NR

Machine Learning Researcher

National Institute of Technology (NIT) Raipur

Jul 2024 - Mar 2026 (1 year 8 months)

Engineered a provenance data collection pipeline to generate labeled graph datasets for cybersecurity ML research across multiple normal and attack scenarios. Developed APT detection and federated threat detection pipelines using GNN encoders and Flower across heterogeneous clients, achieving high precision/F1 and strong federated performance on benchmark datasets.

Education

Degrees, certifications, and relevant coursework

Banaras Hindu University logoBU

Banaras Hindu University

Master of Science, Computational Science and Applications (Data Science)

Grade: CGPA: 8.3/10

M.Sc. in Computational Science and Applications (Data Science) at Banaras Hindu University (2024), CGPA 8.3/10.

D. G. Ruparel College, University of Mumbai logoDM

D. G. Ruparel College, University of Mumbai

Bachelor of Science, Computer Science

Grade: CGPA: 8.75/10

B.Sc. in Computer Science at D. G. Ruparel College (University of Mumbai) (2022), CGPA 8.75/10.

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