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I am Ashwin. I build scalable systems, dissect neural networks, and climb rocks. This space is my log for thoughts, lessons, models, systems, and experiments.
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5 SectionsTEL
Mar 10, 2026
Micro-batching + Gradient AccumulationNotes
Mar 02, 2026
An Overview Of Gradient Descent Optimization AlgorithmsBlogs
Feb 16, 2026
You think you knew Dropouts ?Builds
Feb 08, 2026
Seq2Seq TransformerMuse
May 05, 2025
Why should you bet on yourself?