USC’s MSCS drops students into a 128-GPU DGX super-pod where transformers train before breakfast and Kubernetes clusters auto-scale by lunch. Learners fine-tune multimodal LLMs with RLHF, harden inference APIs against jailbreak prompts, and compile quantum-aware algorithms in QIR for imminent photonic co-processors. Electives in Confidential Computing sandbox Intel SGX enclaves, while a Policy & Ethics spine red-teams model outputs for bias and disinformation. Capstone studios build startup-grade demos pitched to Viterbi’s Venture Fund—graduating engineers who author, ship and secure bleeding-edge code at planet scale.
Streaming RAG pipeline querying vector DBs with sub-50 ms latency
Homomorphic-encrypted federated image-classification on hospital edge nodes
Quantum walk algorithm simulator benchmarking QIR back-ends
Graph neural-net fraud detector for real-time fintech events
LLM-powered secure-coding co-pilot audited by symbolic execution
eBPF observability tool tracing syscall anomalies in container swarms
Diffusion-model video stabilizer running in WASM on the browser
Policy brief on cross-border AI model export controls
Rust zero-copy data-pipeline framework for IoT streams
Multi-cloud spot-instance scheduler using reinforcement learning
AR debugger overlay visualizing cache-miss heat maps
Zero-knowledge proof prototype for private document retrieval
Edge-compute integrator for smart-grid demand-response
Synthetic log generator for red-team LLM hallucination training
GPU kernel autotuner using Bayesian optimization
OpenTelemetry-enabled tracing visualizer for micro-frontend meshes
Voice-cloning detection service using spectrogram CNNs
LLM watermark robustness study against paraphrase attacks
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