Senior Transformer Engineer Threat Detection

Engineer transformer-based threat detection with optimized inference and dedicated GPU resources in a fully remote Canadian position. Scale models responsibly.This senior engineering role combines transformer expertise with efficient machine learning for adversarial security environments. You will prepare datasets, fine-tune models, evaluate production risks, and deploy controlled releases. The focus includes CPU, memory, latency, throughput, and cost per file across large hosting fleets.Key Responsibilities:
Build reusable training pipelines and dataset toolingUse GPU resources for parallel experimentationMove models through shadow deployments and controlled releasesMonitor detection rates and model performance trendsDocument architecture, limitations, hardware, and production resultsRequirements:
Practical transformer training beyond hosted model APIsExperience with LoRA, QLoRA, distillation, and quantizationAbility to optimize CPU, memory, throughput, latency, and costFamiliarity with ONNX, llama.Cpp, vLLM, or integer quantizationOwnership from experimentation through production deploymentBring transformer engineering, GPU-aware experimentation, and inference optimization to production malware detection and continuous model improvement.
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