MathCo at the Machine Learning Developers Summit 2025

MLDS is the ultimate developers’ conference, bringing together India’s top innovators and practitioners from across all domains, including AI, Generative AI, and beyond. This event will highlight not only the revolutionary impact of GenAI but also showcase the latest advancements across the entire software development spectrum.  

Navigating the Path to Production: Overcoming Challenges in Enterprise AI Assistants

As organizations increasingly embrace AI to drive actionable insights and automate workflows, the spotlight is now on deploying Large Language Model (LLM) applications in production environments. In this session, Sourav Banerjee will explore the essential building blocks of enterprise assistants, with compelling examples from the healthcare and consumer packaged goods (CPG) industries. He will delve into their evolution from prototypes to production, uncovering the challenges and strategies to overcome them.

Bridging the Gap: Integrating Business Context into Large Language Models

Large Language Models (LLMs), trained on extensive internet-scale datasets, demonstrate exceptional performance across diverse tasks. Yet, they often fall short when it comes to grasping the unique nuances of organizational data. In this Tech Talk, we will dive into the world of LLMs, explore the challenges LLMs face with business-specific contexts, and how we can make them more effective.

Developing Conversational AI Assistants with Contextual Understanding

Even the most advanced AI assistant falls short of its potential without the right context. In this workshop, we will uncover how to transform a standard AI model into a truly agentic system by integrating multiple data sources—both structured and unstructured. We will also tackle the practical realities of deploying such systems in production, sharing proven strategies to overcome challenges and ensure accuracy, reliability, and scalability in real-world applications.

Professionals across analytics, GenAI, data engineering and DevOps, ranging from freshers to seasoned senior leaders.

Tech Talk
February 5, 2025 | 12:00 p.m. - 12:30 p.m. IST Hall 1, Nimhans Convention Center, Bangalore

Keynote
February 6, 2025 | 10 a.m. – 10:45 a.m. IST Hall 1, Nimhans Convention Center, Bangalore

Workshop
February 6, 2025 | 10:50 a.m. – 11:35 a.m. IST Hall 2, Nimhans Convention Center, Bangalore

Meet Our Team

Sourav Banerjee

Head of R&D and Platform

Pranshu Agrawal

Lead AI Engineer

Adithi Pai

Platform Product Manager

Sumeet Pundlik

Delivery Unit Head

Amit Kumar Pal

Lead AI Engineer

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