usamahz

A reading path for CPU performance engineering, from one instruction to production inference. Primary sources only, with a runnable benchmark for every section.

A Systems View of Efficient Machine Learning, from Silicon to Agents. Fourteen parts, from roofline analysis and vector units up through kernels, compilers, quantisation, compression, vision, on-device language models, robotics, profiling, serving and agents.

A convolutional layer with a subsequent Rectified Linear Unit (ReLU) activation. This structure forms the cornerstone of many sophisticated image processing and computer vision systems.

Autonomous Vehicles: Implementation of various computer vision techniques for autonomous vehicles.

Transformer DNN from scratch

EVERYTHING - AI Assistant for proactive life management