Experience & AI Capability
Tata Technologies
GenAI / Machine Learning Intern
6 Months
My experience so far has been less about titles and more about hands-on exposure to industrial AI, structured data workflows, internal tools, and real-world deployment constraints.
- ▶Applied AI: Collaborated on AI workflows for industrial and enterprise use cases, including anomaly detection, structured data interpretation, and internal automation concepts.
- ▶NLP Workflows: Explored NLP, multilingual, and AI-assisted workflow concepts for process-heavy enterprise environments with an emphasis on usable outputs.
- ▶Learning: Learned that model behavior, system fit, reliability, and deployment reality matter more than novelty on its own.
What I Learned
The biggest lesson was that a useful system has to fit the environment it lives in. Model quality matters, but operational fit, clarity, and reliability matter just as much.
Product and Entrepreneurial Experience
Independent AI Product Builder / Freelance Developer
Alongside internships and academics, I build AI applications, SaaS ideas, and client-facing workflow tools. The work is engineering-heavy, but it also involves requirement discovery, prioritization, iteration, and shipping software people can actually use.
- ▶Designed and developed AI-powered MVPs around practical business problems and operational bottlenecks.
- ▶Worked directly with stakeholders to shape requirements, prioritize features, and deliver usable software.
- ▶Built end-to-end product flows across interface design, backend logic, data handling, deployment, and AI integration.
Currently Building
Workflow AI
AI-assisted workflow tools for messy operational and business processes.
Structured Data Interfaces
Systems that make structured data easier to query, review, and act on.
Applied ML
Practical ML and GenAI systems with an emphasis on useful outputs and deployable workflows.
Technical Toolkit
AI / ML
- Machine Learning
- NLP Workflows
- Anomaly Detection
- Generative AI Prototyping
Backend & Data
- Python
- SQL
- FastAPI
- Structured Querying
Product & Systems
- Workflow Design
- Requirement Discovery
- Rapid Prototyping
- Product Ownership