Amrit Senthilkumar
Turning complex data into actionable insights
AI Engineer — Production Data Systems & ML Infrastructure
I design and deploy production-grade data systems and AI solutions that power reliable decision-making. I build resilient ML pipelines, scalable feature stores, and automated monitoring to ensure models perform in real environments.
My work focuses on bridging research and production: turning prototypes into maintainable systems with observability, robust data contracts, and automated retraining loops.
Skills & Tools
Programming & Libraries
Data & Databases
Visualization & BI
Cloud & DevOps
Machine Learning & AI
Tools & Platforms
Work Experience
Business Analyst
- Streamlined logistical workflows by evaluating and optimizing processes, resulting in a 0% increase in overall efficiency and a 0% reduction in overtime expenses.
- Designed visualizations using Power BI and Tableau to improve transfer route performance by 0%.
- Developed comprehensive documentation and step-by-step operational guidelines, reducing route transfer errors by 0% and cutting training time for new staff by 0%.
Data Analyst
- Developed a plethora of visualizations showcasing quality assurance using Power BI for a $4 million client, Dartmouth College.
- Showcased improvements month-to-month using Python and Tableau to demonstrate sales, revenue, EBITDA, and workforce efficiency improvements from 2023 to present.
- Re-evaluated production floor; decreased staff expenses by 0% and increased productivity by 0%.
Data Analyst
- Managed a team of 5 data analysts to streamline the Citizens for Citizens database, improving efficiency by 0%.
- Integrated Tableau and SQL into COPA, reducing new customer registration time by 0% and visualizing trends from over 50,000 data points.
- Served as the primary customer relation rep amongst two organizations, enhancing productivity by 0%.
Selected Projects
Role & Approach
Full-Stack Developer & Data Engineer (UMass Dartmouth)
Architected a multi-agent backend using FastAPI and LangGraph to automate data ingestion, technical analysis (RSI, MACD), and statistical risk modeling. Integrated Google Gemini AI to convert complex quantitative outputs into natural-language investment recommendations (BUY, SELL, HOLD) with transparent reasoning. Conducted self-help seminars to manage competitive market stress.
Tools & Skills
Results
- Automated data analysis and investment recommendation generation
- Enabled faster, accurate insights from complex datasets
- Demonstrated integration of AI with backend systems for decision-making
Key Insight
Showcases combining AI and backend systems to solve real-world financial analysis problems efficiently.
Role & Approach
Computer Vision Developer (UMass Dartmouth)
Built object detection and tracking systems using YOLO, Mask R-CNN, and DeepSORT. Trained models on COCO/VOC datasets for real-time pedestrian and vehicle tracking. Optimized GPU performance and integrated YOLO with ROS for robotics tasks like grasp detection.
Tools & Skills
Results
- Developed real-time detection and tracking pipelines for robotics and surveillance
- Optimized GPU workloads for performance and scalability
- Demonstrated application of CV models to real-world robotics tasks
Key Insight
Highlights real-time object detection, model optimization, and integration with robotics systems.
Role & Approach
Deep Learning Developer (UMass Dartmouth)
Analyzed ~200,000 images from a Kaggle dataset for deepfake detection. Used VGG16 CNN for feature extraction and fine-tuning. Focused on computational efficiency while maintaining high accuracy.
Tools & Skills
Results
- Achieved over 95% accuracy with no overfitting
- Built an efficient and scalable deepfake detection pipeline
- Demonstrated practical applications of CNNs in media integrity and security
Key Insight
Shows expertise in deep learning, transfer learning, and practical AI applications for security and ethical AI.
Education
Data Science
University of Massachusetts Dartmouth
Dartmouth, MA
Skills & Competencies
Management
University of Massachusetts Dartmouth
Dartmouth, MA
Skills & Competencies
Management Information Systems
University of Massachusetts Dartmouth
Dartmouth, MA
Skills & Competencies
Certifications
10 certifications
Microsoft
1 certification
Project Management Institute
2 certifications
Let’s Build Something Impactful.
I build production-ready AI and data systems that scale. If you have an opportunity to automate insights or ship ML-powered products, let's talk.