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Keysight Technologies · 3 weeks ago

Intern – Machine Learning Security (Applied ML & Fault Injection)

Santa Rosa, CA

Internship

Onsite

Intern

$60.82/hr - $65.50/hr

Keysight Technologies is a leader in technology innovation, providing trusted insights in various high-tech markets. The Intern in Machine Learning Security will enhance fault injection techniques and design data-driven experiments to optimize these processes using learning algorithms.

AnalyticsCloud SecurityElectronicsManufacturingNetwork SecurityProduct DesignSoftwareTest and MeasurementWireless

No H1B

Responsibilities

Model‑guided parameter optimization: Build and evaluate optimization loops (Bayesian optimization, bandits, RL) that select fault‑injection parameters to maximize coverage or detection sensitivity under resource constraints

Experiment design & telemetry: Define Design of Experiments/sequential experiment plans, log metrics/parameters/artifacts, and instrument robust telemetry for analysis and replay

Adaptive learning: Implement feedback loops so models update with every run, improving the next round of injections (active learning)

Scalable tuning: Use distributed hyperparameter search to explore large parameter spaces efficiently

Reliability metrics: Define and track objective functions (e.g., fault detectability, coverage, time‑to‑fail, false positives/negatives), plus safety/guardrails for destructive tests

Impact demo: Deliver a working prototype that can be run by engineers via our platform (scripts + config + dashboards) and present measurable improvements vs. baseline domain‑tuned flows