Nayan Choudhary
@nayanchoudhary
Data Scientist at Decimal Point Analytics
Mumbai, Maharashtra
Nayan Choudhary is a Data Scientist at Decimal Point Analytics with expertise in Natural Language Processing and Generative AI. He has developed advanced models for ESG classification, bankruptcy detection, and automated report generation using architectures like BERT and RoBERTA. He holds a B.Tech from IIT Ropar with a strong background in machine learning and data structures.
Experience
Data Scientist
Decimal Point Analytics
Experimented with multiple text classifiers using BERT, MPNet, RoBERTA, DistillBERT, XLNET, S-BERT, USE, NOMIC, GTE-BASE, and other embeddings for ESG Classification, Sentiment Detection, and Bankruptcy Detection. Developed a model to trigger bankruptcy based on MDA sections of 10-K, 10-Q filings. Addressed long MDA sections using text rank summarization and MPNET sentence embeddings. Implemented generative AI based solution to generate ESG and company centric news based reports using GPT 3.5, Mistral 7B and GPT 3.5 Instruct. Optimized model inference time using parallel processing.
Education
Indian Institute of Technology, Ropar
Bachelor of Technology
Chemical Engineering
Central Board of Secondary Education
Senior Secondary
Central Board of Secondary Education
Secondary