Shreya Biswas

📍 Austin, Texas, USA

🤝 Consult and Collab Calendly

📝 View my Resume

✉️ shreyashri.biswas@amd.com

Passionate about accelerating LLM inference with cutting-edge techniques like speculative decoding and kernel fusion. I specialize in optimizing high-performance machine learning libraries, focusing on graph optimization and operator fusion for deep learning workloads. My expertise extends to compiler optimization and hand-tuned SIMD kernels, ensuring peak performance for mobile and edge devices. With a strong interest in HW/SW co-design, I thrive at the intersection of software and hardware, enabling efficient AI systems.

Favorite subreddit: r/localllama, where I stay updated on the latest in LLMs and local AI innovation.

Latest Posts

Jan 06, 2025	AOTriton and Triton

Selected Publications

A Virtual Learning System

2021

Publication No. 49/2021, Indian Patent Application No. 202141025531, Publication Date: December 3, 2021.

HPC

Optimal Kernel Orchestration for Tensor Programs with Korch

Muyan Hu, Shreyashri Biswas, Balamurugan Marimuthu, and 7 more authors

In Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3, Apr 2024

DOI Bib

@inproceedings{Hu_2024,
  series = {ASPLOS ’24},
  title = {Optimal Kernel Orchestration for Tensor Programs with Korch},
  url = {http://dx.doi.org/10.1145/3620666.3651383},
  doi = {10.1145/3620666.3651383},
  booktitle = {Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3},
  publisher = {ACM},
  author = {Hu, Muyan and Biswas, Shreyashri and Marimuthu, Balamurugan and Hou, Bohan and Oliaro, Gabriele and Wang, Haojie and Zheng, Liyan and Miao, Xupeng and Zhai, Jidong and Jia, Zhihao},
  year = {2024},
  month = apr,
  pages = {755–769},
  collection = {ASPLOS ’24}
}

AP selection in Cell-Free Massive MIMO system using Machine Learning Algorithm

Shreyashri Biswas, and P. Vijayakumar

In 2021 Sixth International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET), Apr 2021

DOI Bib

@inproceedings{9419450,
  author = {Biswas, Shreyashri and Vijayakumar, P.},
  booktitle = {2021 Sixth International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET)},
  title = {AP selection in Cell-Free Massive MIMO system using Machine Learning Algorithm},
  year = {2021},
  volume = {},
  number = {},
  pages = {158-161},
  keywords = {Cellular networks;Machine learning algorithms;Signal processing algorithms;Clustering algorithms;Massive MIMO;Interference;Wireless access points;Cell free Massive MIMO;Antenna. Access point;AP selection;Machine learning;K-means clustering},
  doi = {10.1109/WiSPNET51692.2021.9419450}
}

Edge AI Based Autonomous UAV for Emergency Network Deployment: A Study Towards Search and Rescue Missions

Shreyashri Biswas, Rajeev Muttangi, Harshil Patel, and 1 more author

In 2022 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET), Apr 2022

DOI Bib

@inproceedings{9767139,
  author = {Biswas, Shreyashri and Muttangi, Rajeev and Patel, Harshil and Prince, Shanthi},
  booktitle = {2022 International Conference on Wireless Communications Signal Processing and Networking (WiSPNET)},
  title = {Edge AI Based Autonomous UAV for Emergency Network Deployment: A Study Towards Search and Rescue Missions},
  year = {2022},
  volume = {},
  number = {},
  pages = {268-272},
  keywords = {Tropical cyclones;Storms;Image edge detection;Wireless networks;Mission critical systems;Autonomous aerial vehicles;Real-time systems;Edge AI;Autonomous drone;TinyML;UAV;Aruco marker;RSSI;SAR operations;Jetson Nano;Precision landing},
  doi = {10.1109/WiSPNET54241.2022.9767139}
}