Advanced MLOps & Production
40 MIN READ
The Custom Kernel Craze — Handcrafting GPU Performance
Why modern AI teams are handcrafting GPU kernels—from FlashAttention to Triton code—and how silicon-level tuning is the new frontier of MLOps.
Tag: deep-learning
All the articles with the tag "deep-learning".
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- Advanced MLOps & Production45 MIN READ
The Hidden Engine of AI — Datasets and Dataloaders
A deep dive into how datasets and dataloaders power modern AI. Understanding the architectural shift from Python row-loops to C++ zero-copy data pumps.
- Advanced MLOps & Production40 MIN READ
The Hidden Engine of AI — Training Frameworks and Resilience
A guide to scaling AI models beyond the data pipeline—from training loops and distributed frameworks to 3D parallelism and fault tolerance.
- Advanced MLOps & Production40 MIN READ
Life of a Tensor: A Deep Dive into Production Inference
A comprehensive deep-dive into production inference optimization, tracing the path of a request through LLM and diffusion model serving systems. Understanding the bottlenecks from gateway to GPU kernel execution.
- Advanced MLOps & Production45 MIN READ
The Post-Training Playbook: Mastering PEFT, Alignment, and Adaptation
Pre-training gives models capability; post-training gives them value. A deep dive into LoRA, DoRA, DPO, and how we sculpt intelligence after the initial birth.