Key insights and takeaways from conferences attended.

2025

MLSys 2025

Conference on Machine Learning and Systems

Conference takeaways

Detailed notes on talks from Soumith Chintala (PyTorch), discussions on scaling laws, and insights into the latest advances in ML systems. Includes curated papers on training optimization, inference optimization, and cluster management.

Key Topics:

• PyTorch optimizations and future directions
• LLM benchmarking and evaluation (LLMArena)
• Scaling laws and test-time compute
• Research methodology and impact

NeurIPS 2025

Conference on Neural Information Processing Systems

Conference takeaways

Upcoming - Notes will be added after attending the conference.