I am an AI/ML Engineer focused on building and deploying scalable, production-grade AI systems. I thrive on turning complex data into real-world decision support by designing end-to-end ML platforms on AWS and Azure. My strengths include MLOps, Retrieval-Augmented Generation, agentic AI with LangChain and LangGraph, and large-scale data processing with PySpark, Databricks, and Snowflake. I enjoy delivering high-impact solutions across real-world business domains.

Aidhitha Karunakaran

I am an AI/ML Engineer focused on building and deploying scalable, production-grade AI systems. I thrive on turning complex data into real-world decision support by designing end-to-end ML platforms on AWS and Azure. My strengths include MLOps, Retrieval-Augmented Generation, agentic AI with LangChain and LangGraph, and large-scale data processing with PySpark, Databricks, and Snowflake. I enjoy delivering high-impact solutions across real-world business domains.

Available to hire

I am an AI/ML Engineer focused on building and deploying scalable, production-grade AI systems. I thrive on turning complex data into real-world decision support by designing end-to-end ML platforms on AWS and Azure.

My strengths include MLOps, Retrieval-Augmented Generation, agentic AI with LangChain and LangGraph, and large-scale data processing with PySpark, Databricks, and Snowflake. I enjoy delivering high-impact solutions across real-world business domains.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
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Language

English
Fluent

Work Experience

AI/ML Engineer at Capital One (USA)
August 1, 2024 - Present
Architected, designed, and delivered enterprise-scale AI/ML and GenAI platforms on AWS and Azure, enabling real-time decision intelligence and scalable data processing for financial systems. Led end-to-end ML lifecycle—from problem framing and data ingestion to feature engineering, model development, deployment, monitoring, and continuous improvement. Built MLOps pipelines using MLflow, Azure DevOps, GitHub Actions, Docker, and Kubernetes; established CI/CD for automated training, testing, deployment, rollback, and governance. Designed RAG architectures with LangChain, LangGraph, vector stores (ChromaDB), embeddings, and OpenAI/Azure OpenAI APIs for improved knowledge retrieval and explainability. Created multi-agent AI ecosystems using AWS Bedrock Agents to support autonomous task execution. Engineered high-throughput data pipelines with PySpark, Spark SQL, Databricks, and Snowflake; implemented feature stores and data versioning; led Databricks optimization and cost governance; int
AI/ML Engineer at Capgemini (India)
August 1, 2020 - June 30, 2023
Designed, developed, and deployed end-to-end AI/ML solutions across multiple domains (transportation, manufacturing, agriculture, supply chain). Built time-series forecasting (ARIMA, SARIMA, Prophet, LSTM); implemented optimization and recommendation systems for fleet management and logistics; developed predictive analytics including churn, cross-sell/upsell; applied unsupervised learning (K-Means) for customer segmentation; built NLP-based conversational AI and chatbots for customer support; designed deep learning solutions using CNNs, R-CNN, Faster R-CNN, LSTM for computer vision and sequential data; built AI-powered agricultural analytics using satellite imagery; developed geospatial and GIS-based solutions; created dashboards and data ingestion pipelines; collaborated with stakeholders to deliver production-grade deployments.

Education

Master of Science (Computer technology) at Eastern Illinois University
February 1, 2019 - March 1, 2020
Bachelor of Technology (Computer Science) at Gandhi Institute of Technology & Management University, Visakhapatnam
September 1, 2010 - April 1, 2015
Master of Science (Computer technology) at Eastern Illinois University
February 1, 2019 - March 1, 2020
Bachelor of Technology (Computer Science) at Gandhi Institute of Technology & Management University, Visakhapatnam
September 1, 2010 - April 1, 2015

Qualifications

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Industry Experience

Financial Services, Software & Internet, Professional Services, Retail