Avinash Kumar Chakilam
Machine Learning Engineer | Generative AI | NLP (BERT/GPT) | MLOps | AWS | PyTorch | Software Engineer
- Role
- Ml Software Engineer at JPMorganChase
- Location
- Charlotte, NC, US
- LinkedIn followers
- 500 followers
About Avinash Kumar Chakilam
ML Software Engineer with 4+ years of experience delivering production-grade ML…
Experience
Ml Software Engineer
Jan 2025 — Present · US
Developed and implemented a web-based Data Asset Management System using React and Vue.js, achieving a 40% reduction in development time and enhancing application performance. • Provided remote technical support for data asset management systems, maintaining 90% issue resolution within SLA and ensuring seamless operations across platforms. • Integrated Continuous Integration/Deployment (CI/CD) pipelines into Amazon Pipelines and AWS SaaS infrastructure, reducing deployment errors by 30% and significantly improving operational efficiency. • Led the development of machine learning models using Generative AI, employing BERT and GPT-based architectures for NLP tasks and integrating a Retrieval-Augmented Generation (RAG) Chatbot to enhance clarity and user experience by 50%. • Engineered real-time fraud detection pipelines using Spark and AWS Kinesis, incorporating anomaly detection models that reduced false positives by 25% and improved transaction security for over 1 million daily users. • Optimized feature engineering workflows using automated pipelines with MLflow and Airflow, accelerating model retraining cycles by 35% and boosting model accuracy in credit risk scoring applications. • Spearheaded the design and implementation of a robust, web-based Data Asset Management System using a hybrid tech stack of React and Vue.js, resulting in a 40% reduction in development time. • Delivered end-to-end solutions for Generative AI-based NLP pipelines, building custom BERT and GPT models tailored to JPMorgan’s internal knowledge base. Integrated these models into a Retrieval-Augmented Generation (RAG) framework, powering an intelligent chatbot that improved internal documentation retrieval accuracy and reduced average query response time by 50%.
Education
GITAM Deemed University
Bachelor of Technology - BTech, Computer Science
2018 — 2022
University of North Carolina at Charlotte
Master's degree, Computer Science
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