Moderator: Dr. Pratibha Moogi (STSM and Senior Manager, IBM Research India)
Quantum computing – Dr. Anupama Ray
Quantum Computing represents a new computing paradigm. Quantum computers can work in unison with current computing infrastructure to solve complex problems that were previously thought impractical or impossible. This can be paradigm-shifting. Now is the right time for research leaders to prepare for quantum. The conditions are in place to experiment and expand this fundamentally new technology. In a survey by Gartner, 44% of enterprises expect quantum to have a substantial impact on businesses in the next 3-5 years. The demand for quantum skills is expected to grow 135% in the next 5 years. Organisations that seek to be at the forefront of this transformational shift will seize competitive advantage.
Enhancing Log Comprehension with LLMs: Unleashing Further Advancements – Karan Bhukar & Pranjal Gupta
This project focuses on improving log comprehension by leveraging domain specific LLM. The goal is to make it easier to understand large log data by performing tasks such as log format recognition, log parsing, segmentation, metric/dimension/golden signal classification, enterprise event data representation, and accurate log format detection. By harnessing the power of LLMs, we aim to develop a foundational model that addresses the various challenges involved in log comprehension.
Building an Enterprise-Grade Chatbot using Large Language Models – Dinesh Raghu
In today's digital era, enterprises are increasingly adopting chatbot technology to enhance customer support and streamline internal processes. However, developing an enterprise-grade chatbot poses unique challenges that demand careful consideration. One crucial requirement is the ability to leverage internal documents and seamlessly integrate with existing APIs, enabling comprehensive and efficient interactions with users. Open generative AI models, such as ChatGPT, have limitations when it comes to ensuring the fidelity of responses and avoiding the generation of incorrect information. In this talk, we will explore the shortcomings of generative AI technology and discuss alternative approaches to building chatbots that provide accurate and reliable responses.