Aditya Balasubramanian Email & Phone Number

Redmond, Wa, Us

Virginia, United States

Built and deployed a RAG chatbot with minimal latency, using custom retrievers and optimized query pipelines. Utilized Git version control, Langchain, HF Embeddings, LLM APIs and Re-rankers; hosted the model on EC2 instances. Built a multi-service-based architecture (Parser, Embeddings, Retriever, Main App) and exposed endpoints for various functions using FastAPI API, sending JSON responses to the front end for real-time data display and user interaction. Built POC for different customers including image/text similarity CLIP model and worked with shareholders to do so.

Boston, Massachusetts, United States

Bengaluru, Karnataka, India

Created and fine-tuned a scalable and resource-efficient local language model using Oobabooga framework to train and build on other open-source language models like Orca, Vicuna, Llama 2 and others using LoRAs

Boston, Massachusetts, United States

Leveraged embeddings - Facebook's DINO and Imagebind on an image dataset to convert to a vectorised formatUsed KNN clustering, achieving 90% accuracy in predicting surprise and novelty scores and applied Principal Component Analysis for dimensionality reduction, ensuring optimal feature selection and improving model efficiency.

Bangalore Urban, Karnataka, India

Engineered a Python solution leveraging NLP techniques to effectively tokenize, parse and understand patient complaints Built a custom fine-tuned BERT model to establish sentiments and text relationships, ensuring precise patient diagnoses Conducted A/B testing to compare the performance of different machine learning models (e.g., Random Forest vs. BERT) on patient data, determining the best-performing model based on key metrics such as accuracy and recall. Utilized random forests for feature selection to predict the likelihood of specific diagnoses and applied correlation analysis to identify key variables linked to patient conditions.

Bengaluru, Karnataka, India

Master Of Science - Ms, Applied Data Analytics

Bachelor Of Engineering - Be, Electronic And Communications

Activities and Societies: Soccer Drama

Isc, Pcme

Activities and Societies: Soccer Dramatics

Icse, Science