Build notebooks to increase open-source adoption of TSFM models

Integration of profiling into torch.compile workflow with inductor backend, by identifying the following: 1. Which metrics to collect - timing, register access counters, etc 2. Where to insert hooks - Fx graph, Inductor IR, Triton IR, etc 3. Areas

Build Newer architectures, benchmarks, and leaderboards in the area of Time-Series Foundation Models. Publish the work in top-tier conferences.

Explore AI-assisted techniques to modernize Assembly programs into high-level language like C. Leverage recent advances in Large Language Models (LLMs) to generate human-readable, maintainable code from legacy systems. Evaluate how intermediate rep

Legal documentation processes are time-intensive, require specialized expertise, and are prone to human error, impacting efficiency and accuracy in handling complex agreements like MoUs, NDAs, and contracts.

Develop a solution that enables users to search and analyse food products, providing comprehensive insights into ingredient composition and health impact, including image-based analysis and personalized calorie tracking.

Farmers in Maharashtra face significant language barriers and have limited access to essential information regarding government schemes and agricultural best practices. Many farmers are not proficient in English, making it crucial to provide informat

The two primary requirements in the zero noise extrapolation (ZNE) protocol are the noise factors and the extrapolator. However, the same noise factors does not provide similar accuracy for circuits of different depth and width. And there is no obvio

IBM Quantum has been the leader in Quantum Technology in both hardware, middleware, and software. We have latest 156 qubits Heron processor chip which has capability to solve complex problems. Recently, several institutions has show-cased utility sca