systems-ml

Here are 3 public repositories matching this topic...

swapins / gnn-edge-systems-analysis

Edge-GNN: Constraint-aware graph neural networks for biological interaction modeling under edge deployment constraints (computational oncology, PPI networks).

machine-learning bioinformatics computational-biology pytorch bioinformatics-pipeline edge-computing gnn graph-neural-network network-medicine computational-oncology edge-ai-models systems-ml protein-interaction-networks

Updated Mar 24, 2026
Python

athulya-anil / Data-center-thermal-safety-classifier

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Neural network built from scratch in NumPy to classify data-center workloads based on thermal load indicators (CPU utilization, runtime), using Google cluster traces.

machine-learning numpy neural-networks systems-ml

Updated Jan 5, 2026
Python

ArchanaChetan07 / sparse-attention

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Runtime-verified fidelity for long-context LLM serving: detect, label-free, when sparse-attention KV compression silently degrades output, and bound it with anytime-valid confidence sequences. Custom HF attention backend + elastic probe scheduler. H1/H4 confirmed at 7B across Qwen2.5 & Mistral on 2x H100 · 88 tests · pre-registered hypotheses.

gpu transformers pytorch mlops inference-optimization huggingface kv-cache confidence-sequences sparse-attention llm long-context llm-serving llm-inference h100 systems-ml

Updated Aug 26, 2026
Python

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