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Not AcceptedambassadornominationAutomatically tags all nomination issues for easy filtering.Automatically tags all nomination issues for easy filtering.
Description
Select one:
- I am nominating myself for the PyTorch Ambassador Program.
- I am nominating someone else to become a PyTorch Ambassador.
Please confirm that the nominee meets the following requirements:
- The nominee is 18 years of age or older.
- The nominee agrees to abide by the PyTorch Code of Conduct.
- The nominee agrees to comply with the Linux Foundation Antitrust Policy.
- The nominee meets at least one of the qualifications listed in the PyTorch Ambassador Program Requirements.
Nominee Name
Akash Agrawal
Nominee Email
Nominee's GitHub or GitLab Handle
@agrawal-aka (https://github.com/agrawal-aka)
(Optional) Organization / Affiliation
Fujitsu Research of India Pvt. Limited
City, State/Province, Country
Bengaluru, Karnataka, India
Your Name
No response
Your Email (Optional)
No response
How has the nominee contributed to PyTorch?
- An active contributor to PyTorch repositories (e.g., commits, PRs, discussions).
- A speaker at PyTorch events or workshops.
- A PyTorch user group organizer or meetup host.
- A researcher or educator using PyTorch in academic work or training.
- An active leader in the PyTorch community with at least one year of experience in:
- Organizing events (virtual/in-person).
- Speaking at AI/ML conferences.
- Mentoring others in PyTorch.
- Creating technical content (e.g., blogs, videos, tutorials).
🏆 How Would the Nominee Contribute as an Ambassador?
Greetings! 
Brief Bio: I have been contributing to PyTorch Ecosystem for over the past one year as part of the OSS-AI Frameworks Team at Fujitsu Research of India. Being a young-early career software engineer at an established MNC, I also hold a master's degree in Robotics from the prestigious Indian Institute of Science, Bangalore (https://www.iisc.ac.in/).     
Ways I plan to contribute: As I have been involved with PyTorch as a contributor for the past one year and also as a user as a student during my masters' days for my thesis projects and Hackathons, this program naturally drew my attention. As a PyTorch Ambassador I plan to:
1. Help Host workshops and office-hours (virtual and in-person) focused on advanced performance topics (vector extensions, sparsity, quantization).
2. Organize PyTorch meetups in Bangalore (and expand to other Tier-2 cities), inviting local researchers and engineers to demo their projects.
3. Mentor students and early-career engineers through structured 1:1 sessions —helping them get started with open-source contributions, write clean code, and navigate PR reviews.
4. Develop bite-sized tutorial series (blog posts and short screencasts) on torchao, tying them back to real-world use cases (BERT, LLaMA).
5. Actively review and triage issues/PRs on the pytorch/torchao repository, particularly around quantization, sparsity, and performance optimizations—leveraging my existing knowledge and PRs as a springboard.
6. Represent Work on PyTorch at conferences and hackathons, submitting talks (e.g., “Advancing PyTorch Performance with Scalable Vector Extensions on Arm CPUs” — under evaluation for PT Conf ’25) and volunteering as a track chair or mentor for student competitions/PyTorch workshops.
Code Contributions: Links of existing/ongoing PRs/issues/discussions on pytorch/torchao:
 
1. Fixes observer attachment to model based on config for wanda sparsifier #1265
(https://github.com/pytorch/ao/pull/1265)
2. Enabling ATen Distribution kernels for AARCH64 using OpenRNG #134942 (https://github.com/pytorch/pytorch/pull/134942)
3. Issue Raised: [Sparsity] When sparsifying using Wanda on only Linear layers, PerChannelNormObserver() being added to embedding layers, leading to RuntimeError: linalg.vector_norm: Expected a floating point or complex tensor as input. Got Long #1133 (https://github.com/pytorch/ao/issues/1133)
4. Issues tagged/involved in: Implement MKLGenerator #151218 (https://github.com/pytorch/pytorch/pull/151218)Any additional details you'd like to share?
There are several avenues where I have contributed/represented PyTorch or the AI community in general. Some of these include:
Speaking at Conferences: Submission as a speaker for session to the PyTorch Conference 2025: Advancing PyTorch Performance with Scalable Vector Extensions on Arm CPUs. (under evaluation) 
Mentorship/Leadership: Chosen to serve as a Mentor for an Enterprise Level AI/ML Hackathon by Intel, Linkedin post:
https://www.linkedin.com/posts/akash-agrawal-059307143_intel-intel-oneapi-activity-7142385413830156288-7AcI?utm_source=share&utm_medium=member_desktop&rcm=ACoAACLAQ4UBeQd0XQ2jc4tU1fVEWRuEqsH1hSo
Recognition: Featured blog for Project developed on PyTorch codebase on intel community website: 
https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Building-an-Object-Detection-Model-for-Autonomous-Vehicles-using/post/1514410
Blogs/Writing Skills: Medium Article published for a PyTorch based project built for a Hackathon: 
https://medium.com/@akaagr10/towards-autonomy-building-a-robust-object-detection-and-segmentation-model-for-autonomous-vehicles-ddc86b1568aMetadata
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Not AcceptedambassadornominationAutomatically tags all nomination issues for easy filtering.Automatically tags all nomination issues for easy filtering.