Summary
Amara Kumar is a Senior AI/ML Associate with nine years of experience building and deploying production-grade generative AI and agent-based automation systems. She specializes in multi-agent frameworks, Retrieval-Augmented Generation, and LLM-based decision models, with a track record of integrating AI agents into enterprise workflows to reduce manual effort and accelerate analytics. At Toshiba and Evernorth she led RAG-powered Q&A systems, semantic caching, and a LangChain-based real-time analytics chatbot, and recently joined JPMorgan Chase to scale these capabilities in financial services. Her technical depth spans fine-tuning large language models (including Mistral 7B with DPO/RLHF), prompt-tuning for multitask NLP, and practical performance optimizations. Trained in automotive electronics and versed in robotics and reinforcement learning, she blends academic rigor (see Google Scholar) with hands-on engineering to align cutting-edge research to business outcomes. Colleagues describe her as a pragmatic innovator who prefers measurable efficiency gains over novelty for its own sake.
8 years of coding experience
5 years of employment as a software developer
Master's degree, Automotive Electronics, Master's degree, Automotive Electronics at Amrita Vishwa Vidyapeetham, Coimbatore
Diploma in German Language, Germanic Languages, Literatures, and Linguistics, Diploma in German Language, Germanic Languages, Literatures, and Linguistics at Vivekananda Institute of Languages
Bachelor of Technology (BTech), Electrical, Electronics and Communications Engineering, Bachelor of Technology (BTech), Electrical, Electronics and Communications Engineering at Teegala Krishna Reddy Engineering College
Telugu, German, English, Hindi