Hello, I'm
Ankit Singh
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Data Scientist with a PhD in Physics. I build ML models, data pipelines, and deployed apps — background in statistical modeling and terabyte-scale scientific computing.
Hello, I'm
Data Scientist with a PhD in Physics. I build ML models, data pipelines, and deployed apps — background in statistical modeling and terabyte-scale scientific computing.
I’m a Research Fellow at the University of Nottingham with a PhD in Physics and 10+ years working with terabyte-scale simulation data, statistical modeling, and HPC. Recent projects include a dual-model classifier for 151K UK road accidents, a deep RL agent for traffic signal control, RAG chatbots, and quantitative finance tools.
I’m an ISO/IEC 42001 certified practitioner (AI Management Systems) and AI+ Foundation certified, with additional applied data science credentials from WorldQuant University. 12 peer-reviewed publications, 100+ citations.
Dual-strategy ML system on 151K UK road accidents: emergency response model achieving 92.4% severe recall and traffic management model with 81% macro recall using SMOTE+Tomek and ADASYN.
RAG chatbot using FAISS/ChromaDB vector stores and sentence-transformers to answer UK immigration questions from GOV.UK data.
Deep RL agent trained on real Transport for London API traffic flow data to learn adaptive signal timing policies for a single intersection, replacing fixed-cycle control.