Likhitha P.
Data Scientist | 4+ Years in ML, Deep Learning, NLP (LLMs, LangChain), & Financial Analytics | Proven Success in Risk Modeling, Fraud Detection & Data Engineering
- Role
- Data Scientist at Capital One
- Location
- Dallas-Fort Worth, TX, US
- LinkedIn followers
- 500 followers
About Likhitha P.
Data Scientist with 4+ years of experience in machine learning, deep learning (CNN, RNN…
Experience
Data Scientist
Aug 2023 — Present · US
Architected a hybrid deep learning model combining ANN, CNN, and RNN, resulting in a 30% improvement in overall model performance for complex data analysis tasks.• Employed rigorous evaluation techniques (BLEU, ROUGE, perplexity) to assess and optimize the performance of 30% NLP models for translation, summarization, and language generation tasks.• Improved portfolio risk management models, reducing VaR (Value at Risk) by 15% through improved feature engineering and time series forecasting.• Engineered a custom LLM pipeline using LangChain to construct a knowledge graph from a vast scientific literature corpus, leading to a 30% improvement in information retrieval accuracy• Optimized investment portfolios through rigorous Monte Carlo simulations, resulting in a 2.5% increase in annualized returns while effectively managing risk exposure.• Developed and deployed risk assessment models using machine learning techniques, improving fraud detection accuracy by 35% and reducing false positives by 20% in financial transactions.• Revamped real-time Tableau dashboards to effectively visualize key metrics and trends, resulting in a 20% increase in revenue and a reduction in operational risks.
Education
University of North Texas
Master's degree, Data science
Malla Reddy College of Engineering & Technology
Bachelor of Technology - BTech
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