Scaling & Optimization
Distributed Algorithms That Scale 1T+ Parameter Models. Scaling AI is as much an algorithmic challenge as it is a hardware one.
Distributed Training & Collective Communication - Master ZeRO (Zero Redundancy Optimizer) Stages 1, 2, and 3 Hardware-Aware Algorithms & Tiling - Understand Triton and CUDA memory hierarchies (Global vs. Shared vs. Registers) Geometric Algorithms & Graph Scaling - Master Locality Sensitive Hashing (LSH) for sub-linear similarity search
The Scaling Engine.
