You will:
Lead the design, development, training, and deployment of AI/ML models including:
Traditional ML models (e.g., classification, regression, clustering)
Generative AI models (e.g., GPT, LLaMA, Mistral, Claude)
On-device and edge inference models
Drive end-to-end AI/ML model lifecycle: data collection, preprocessing, feature engineering, model training, evaluation, deployment, and monitoring.
Fine-tune and optimize LLMs for system-level tasks such as:
Log summarization and root cause analysis
Firmware issue classification
Knowledge mining from platform documentation and specifications
Integrate AI/ML models into firmware and BIOS-level environments (e.g., pre-boot telemetry, event prediction, anomaly detection). Collaborate across firmware, hardware, software, and cloud teams to deliver intelligent platform features. Build secure and performant AI pipelines using system-level data (telemetry, sensors, boot logs). Lead proof-of-concepts, R&D efforts, and patentable innovations at the intersection of firmware and AI.
14+ years of relevant work experience in architecture, design and development of BIOS/Firmware/Embedded Systems (e.g., UEFI, Coreboot, AMI, Insyde) and
Proven track record in AI/ML model development and deployment , including experience in:
Model training, hyperparameter tuning, cross-validation
Libraries/frameworks: PyTorch, TensorFlow, Scikit-learn, HuggingFace Transformers
Hands-on experience with LLMs and GenAI architectures : Transformers, Retrieval-Augmented Generation (RAG), LangChain, model fine-tuning, and inference.
Knowledge of on-device inference, model optimization (quantization, pruning), and edge ML frameworks.Experience in MLOps, model versioning, and deployment pipelines is a plus.
Desirable Requirements
Experience developing AI/ML features embedded in firmware or BIOS environments .Prior work in predictive maintenance, system health modeling, or hardware diagnostics using ML.Contributions to GenAI, firmware-AI, or embedded ML open-source projects or research.Experience with security features like TPM, secure boot, firmware attestation, and device identity.
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