Process Group Initializations - Initializes distributed process groups with communication backends and unique ranks for training.
GPU and Interconnect Provisioning - Deploys a coordinated stack of GPUs, tiered storage, and high-bandwidth interconnects for large-scale training.
AI Infrastructure Curricula - Designs a full-stack curriculum teaching the entire lifecycle of large-model systems.
AI Cluster Interconnects - Designs and operates compute clusters with high-speed interconnects for AI workloads.
ZeRO Stage Memory Savings Comparisons - Runs DDP, ZeRO-1, ZeRO-2, and ZeRO-3 on the same model and reports per-GPU peak memory and theoretical savings for each stage.
Paged KV Cache Management - Stores and retrieves key-value cache in non-contiguous pages with tiered migration for long sequences.
Model Architecture Innovations - Explains core Transformer and MoE architectures and innovations for text, image, video, and speech.
Block-Wise Attention - Processes attention in smaller sequential blocks to reduce memory from quadratic to linear.
