Expert Modules
Deep-dive technical modules covering system architecture, performance analysis, and AI infrastructure.
4
Total Modules
9h
Total Content
1
Categories
3
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Benchmarks & Workloads — MLPerf Essentials
intermediateWhat MLPerf Inference/Training measure, how to read QPS/latency/accuracy, and pragmatic usage for architecture evaluation
MLSystems75m
4 exercises
3 tools
4 applications
#MLPerf#benchmarks#inference#training
2 min read
ML Systems in Datacenters — LLM Inference Realities
expertTTFT vs tokens/s optimization, batching strategies, KV-cache memory management, PagedAttention/vLLM impact, and practical serving tactics
MLSystems120m
4 exercises
4 tools
4 applications
#LLM#inference#KV-cache#batching
15 min read
Multimodal Foundation Models: Architecture & System Design
expertComprehensive analysis of multimodal foundation model architectures, training methodologies, and system engineering challenges for vision-language AI systems
MLSystems180m
4 exercises
5 tools
4 applications
#multimodal#foundation-models#vision-language#cross-attention
22 min read
System & Microarchitecture Deep Dive
expertEnd-to-end reasoning about compute + data pathologies with evidence-based fixes for CPU pipelines, GPU occupancy, and memory hierarchies
MLSystems180m
4 exercises
5 tools
4 applications
#CPU#GPU#NUMA#occupancy
30 min read