CO CURRICULAR ACTIVITIES
Expert talk on End-to-End Machine Learning: Build, Deploy, and Deliver an ML Model
On 2nd December 2025, the Department of Information Science, and Engineering hosted an expert talk on End-to-End Machine Learning: Build, Deploy, and Deliver an ML Model by Mr. Naveen Sagayaselvaraj, Lead Automation Engineer at Symphony AI, Bengaluru. The session demonstrated the complete ML lifecycle from data preparation and training to API creation and cloud deployment.
The expert explained that deployment transforms models into production-ready services, enabling real-world applications like fraud detection, product recommendation, and customer-behaviour prediction. He highlighted automation in decision-making, integration with business workflows, scalability through Docker and Kubernetes, and real-time predictions for systems such as self-driving cars and voice assistants.
A live demo showed a trained model served via a cloud API. Students engaged actively with discussions and innovative ideas while gaining insights into industry practices. Feedback was highly positive, appreciating the practical examples and inspiring delivery that motivated participants to explore real-time ML deployment.