Sumanth Polisetty

Data Scientist

Tavant•  October 2021 - Present

I am currently working as Data Scientist at Tavant specializing in Manufacturing Analytics domain and Generative AI. I specialize in Natural Language Processing, machine learning, time series forecasting, LLMs. Worked on manufacturing analytics use cases such warranty analytics, service contract pricing prediction, quality code text classification for claims Processing, claims analytics and clustering, iot analytics - Anomaly detection, contextual search systems covering claims data, warranty manuals, service manuals, troubleshooting use cases. Worked upon Technologies such as transformers, vector data base, clustering algorithms, haystack, huggingface frameworks. Also exposed to MLOPS through azure infrastructure, built and deployed ML models on azure ML studio, AKS clusters, Azure devops pipelines for CI/CD. Azure functions, Azure app services to expose ml endpoints as APIs. Iam Currently working in Generative AI domain and its applications. I have improved contextual search systems using GPT-4, Langchain, and Azure Cognitive Search. Additionally, I am currently working on building a code generation and automation platform for data engineering pipelines. This involves automating pipeline generation, test cases, and handling architectural considerations specific to each project. The smart search on Enterprise data has been deployed to manufacturing customers and currently being used by them. I have experience working with GPT3.5-TURBO, Gpt-4, Gpt-4-32K, davinci, llama 2.

Software Engineer

McAfee•  August 2018 - October 2021

I was responsible for account and subscription management, as well as the development and deployment of various APIs covering subscription, account, and compliance use cases. I also had the opportunity to showcase my data science skills by building a proof-of-concept ad blocker using machine learning.