Summary
Overview
Work History
Education
Skills
Accomplishments
Timeline
Hi, I’m

AMEY SANJAYKUMAR PANDIT

Toronto,ON

Summary

A competent professional with over 7 years of experience in Development and Research in the field of AI, Backend Development in Python, MySQL, LLMs. Working knowledge in e-commerce, healthcare, personalization domain. Proficient in ML, DL, NLP, LLMs underpinned by a dedication to harnessing cutting-edge technologies.

Overview

7
years of professional experience

Work History

Tata Consultancy Services

AI ML Engineer
09.2021 - Current

Job overview

  • Integrated Freshdesk with LLM-powered agents using MCPs (Model Context Protocols) to enable context-aware ticket creation, customer lookup, and automated resolution flows, reducing manual intervention in support workflows.
  • Implemented Botsonic-powered conversational agents, customizing intents, knowledge bases, and tool integrations for personalized customer support experiences across web.
  • Designed agentic workflows combining multiple LLMs and external tools (Freshdesk APIs, databases, internal APIs) to deliver dynamic, multi-step task automation — improving support team efficiency by 35%.
  • Led the design and deployment of an automated ticketing system, leveraging NLP techniques (text classification, sentiment analysis) to reduce operational costs and accelerate resolution time by 30%, directly improving customer satisfaction.
  • Built a Hospital Insurance Automation System using Streamlit, Google OCR, and GPT-based models, automating claim form processing and reducing manual effort by 40%.
  • Developed intelligent client-support chatbots with advanced NLP (intent recognition, entity extraction), improving response accuracy and reducing human agent workload by 25%.
  • Designed and deployed LLM-powered applications on AWS, ensuring reliability, scalability, and cost optimization with observability tools (Prometheus, logging pipelines, cron jobs for API health monitoring).
  • Engineered prompt optimization and evaluation pipelines for LLMs, incorporating performance analysis scripts, A/B testing, and fallback strategies to ensure robustness and accuracy in production.
  • Contributed to NL2SQL feature development, enabling natural language to SQL conversions, thereby simplifying complex data querying for non-technical users.
  • Developed an Interview Q&A Generation tool using LangChain, LLMs, and vector databases for context-aware retrieval, showcasing expertise in multi-model orchestration and applied generative AI.

Tata Consultancy Services

AI/ML Researcher and developer
07.2018 - 09.2021

Job overview

  • Developed "iPrescribe":a personalized large scale recommender system to increase the Click-Through-Rate (CRT) for e-commerce website users utilizing deep learning models such as LSTM.
  • Published papers on efficient self-learning, metareinforcement learning algorithms, and more.
  • Presented research findings at national and international conferences, raising the profile of the institution.
  • Managed multiple research projects simultaneously, ensuring timely completion within budget constraints.

Education

International Institute of Information Technology

M.Tech. (IT)
08-2018

University Overview

GPA: 3.32/4 GPA

Pune University

B.E (IT)
05-2015

University Overview

GPA: 9/10 CGPA

Skills

  • Machine Learning & AI: Machine Learning / Deep Learning / Feature Engineering / Model Development / Model Evaluation
  • NLP & LLMs: Large Language Models (GPT, LangChain, RAG) / Vector Databases (Chromadb, Pinecone)/ Natural Language Processing (Text Classification / Sentiment Analysis / Named Entity Recognition)
  • Programming & Backend: Python / FastAPI / Flask / REST APIs / Backend Development
  • Algorithms & Analytics: Clustering Algorithms / Classification / Regression / Time Series Forecasting / Recommender Systems
  • Databases: MySQL / PostgreSQL / SQL Optimization / Data Modeling
    Cloud & DevOps: AWS (EC2 / S3 / Lambda / ECS) / Docker / Git / CI/CD
  • Data Science & Research: Data Science Research Methods / Hypothesis Testing / Experimental Design / A/B Testing

Accomplishments

  • Learning-to-learn efficiently with self-learning
  • Distributed training for accelerating metalearning algorithms
  • Recommending in changing times
  • Data-Efficient Training of High-Resolution Images in Medical Domain
  • Benchmarking performance of RaySGD and Horovod for big data applications

Timeline

AI ML Engineer

Tata Consultancy Services
09.2021 - Current

AI/ML Researcher and developer

Tata Consultancy Services
07.2018 - 09.2021

International Institute of Information Technology

M.Tech. (IT)

Pune University

B.E (IT)
AMEY SANJAYKUMAR PANDIT