AI/ML Engineer with 4+ years of experience building and deploying production-grade machine learning and Generative AI solutions. Strong hands-on expertise in Python, PyTorch, TensorFlow, LLMs, RAG, LangChain, LlamaIndex, and vector databases to improve retrieval quality, automation, and response performance. End-to-end experience across ML development and MLOps, including model evaluation, deployment automation, monitoring, Docker, Kubernetes, CI/CD, and AWS SageMaker. Proven ability to optimize model workflows and deliver measurable business outcomes in Agile environments.

Swapnil Shah

AI/ML Engineer with 4+ years of experience building and deploying production-grade machine learning and Generative AI solutions. Strong hands-on expertise in Python, PyTorch, TensorFlow, LLMs, RAG, LangChain, LlamaIndex, and vector databases to improve retrieval quality, automation, and response performance. End-to-end experience across ML development and MLOps, including model evaluation, deployment automation, monitoring, Docker, Kubernetes, CI/CD, and AWS SageMaker. Proven ability to optimize model workflows and deliver measurable business outcomes in Agile environments.

Available to hire

AI/ML Engineer with 4+ years of experience building and deploying production-grade machine learning and Generative AI solutions. Strong hands-on expertise in Python, PyTorch, TensorFlow, LLMs, RAG, LangChain, LlamaIndex, and vector databases to improve retrieval quality, automation, and response performance.

End-to-end experience across ML development and MLOps, including model evaluation, deployment automation, monitoring, Docker, Kubernetes, CI/CD, and AWS SageMaker. Proven ability to optimize model workflows and deliver measurable business outcomes in Agile environments.

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Experience Level

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Expert
Intermediate
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Language

English
Advanced
Hindi
Advanced
Gujarati
Advanced

Work Experience

AI/ML Engineer at BNY
January 1, 2024 - Present
Architected Generative AI and RAG systems using LLM integration, LangChain, LlamaIndex, embedding models, and vector databases, improving retrieval relevance by 38% for financial knowledge and research workflows. Engineered agentic AI and chatbot solutions with Python, FastAPI, LangChain, and PostgreSQL to automate repetitive research activities and reduce manual analyst effort by 35%. Deployed scalable AI workloads using AWS SageMaker, Lambda, ECR, EC2, and S3 to standardize deployment processes and reduce environment provisioning and release time by 40%. Implemented production MLOps with MLflow, Docker, Kubernetes, GitHub Actions, CI/CD, and model monitoring, reducing model release cycles by 32%. Optimized LLM/retrieval workflows using prompt engineering, evaluation, A/B testing, and hyperparameter tuning to improve response quality by 30% while maintaining consistent enterprise performance.
AI/ML Engineer at Vivma Software Inc
January 1, 2021 - August 1, 2022
Developed supervised and unsupervised machine learning solutions using Python, Pandas, NumPy, scikit-learn, XGBoost, and LightGBM, improving predictive performance by 26%. Built NLP solutions using BERT, GPT models, spaCy, NLTK with NER, text classification, and topic modeling, reducing manual text-processing by 40% and improving automated document classification accuracy. Designed computer vision pipelines using OpenCV, YOLO, image classification, object detection, OCR, and transfer learning, improving automated image-processing accuracy by 29%. Engineered distributed data processing workflows using Apache Spark, PySpark, Spark MLlib, Kafka, and Dask to reduce processing time by 33% and support larger datasets. Implemented model experimentation and deployment workflows with MLflow, DVC, Docker, Jenkins, GitLab, and CI/CD to reduce deployment effort by 30% and improve reproducibility.

Education

Master of Science in Computer Science at Cleveland State University
January 1, 2024 - May 1, 2024
Bachelor of Engineering in Computer Engineering at Gujarat Technological University
August 1, 2021 - August 26, 2026
Master of Science in Computer Science at Cleveland State University
January 1, 2023 - May 1, 2024
Bachelor of Engineering in Computer Engineering at Gujarat Technological University, India
August 1, 2017 - August 1, 2021

Qualifications

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Industry Experience

Financial Services, Software & Internet, Professional Services, Computers & Electronics