[CCD Pre-Event] Where is the Meaning?

What it is Where is the Meaning? is a hands-on, full-day session hosted by GDG Cloud Kochi as a pre-event leading into the Google Cloud Community Day (CCD) series. The session explores a deceptively simple question: where does "meaning" actually live inside an AI model? Rather than treating large language models as black boxes, the workshop walks participants through the mechanics of how machines convert human language into numbers, how they compare ideas mathematically, and how they retrieve relevant information from large corpora.

Who it's for The session is aimed at developers, data scientists, ML engineers, students, and technically curious product builders who want a practical, intuition-first understanding of modern AI systems. No prior deep-learning expertise is assumed, but comfort with basic programming concepts will help participants get the most out of the hands-on portions.

What to expect

• A guided walkthrough of how text is tokenised and transformed into vector representations
• How embeddings capture semantic similarity, and why that matters for search, recommendations, and retrieval-augmented generation (RAG)
• Practical demonstrations of similarity comparison between ideas, phrases, and documents
• How vector search and retrieval pipelines surface relevant information from large datasets
• Hands-on exercises where participants apply these concepts themselves
• Discussion of where these techniques fit into real-world AI products and cloud workflows

Agenda highlights The event runs from 10:00 to 16:30, giving ample time for both conceptual grounding and practical work. Expect a mix of presentation, live coding or notebook-based demos, and interactive exercises, with breaks for networking. As a CCD pre-event, it also serves as a warm-up and community touchpoint ahead of the larger Google Cloud Community Day gathering.

About the organiser GDG Cloud Kochi is part of the global Google Developer Groups network, a community-run programme supported by Google that brings developers together for learning, collaboration, and knowledge-sharing around Google technologies and broader software engineering topics. GDG chapters regularly host meetups, workshops, and study jams, and the Kochi chapter is active in Kerala's growing technology ecosystem. The Google Cloud Community Day series is a flagship community-led event format that brings together cloud practitioners, developers, and industry speakers for a day of talks and hands-on learning.

Why attend If you have ever wanted a clearer mental model of how AI systems represent and retrieve meaning, this session offers a grounded, practical path in. It is free to attend, community-driven, and designed to leave participants with working knowledge they can apply to their own projects.