ML / DL

Machine learning and deep learning — model training, evaluation, optimization, and taking models from notebook to production.

2 articles

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ML / DL

LoRA Fine-Tuning for Edge Deployment: Shrink, Quantize, Ship

Full fine-tuning is expensive and wasteful when you only need domain adaptation. LoRA trains 1% of the parameters, quantizes to INT8, and runs on edge hardware.

Rajath Kumar·Jun 27, 2026

ML / DL

PyTorch Training Fundamentals: From Tensors to Custom Datasets

Stop copy-pasting PyTorch boilerplate. Understand tensors, autograd, datasets, and training loops from the ground up — the way an engineer should.

Rajath Kumar·Jun 27, 2026