Job Specifications
Job Openings
AI/ML/LLM Engineer (Healthcare & Edge AI)
Critical Insights - White Rock, British Columbia
Department
Critical Insights
Employment Type
Permanent - Full-Time
Minimum Experience
Experienced
Compensation
$85,000 - $100,000
Job Summary
We are seeking a highly motivated AI / ML / LLM Engineer to join our core technology team in Canada. The ideal candidate will have hands-on experience with training, fine-tuning, and deploying machine learning and large language models (LLMs) in real-world healthcare and embedded applications. This role involves working with multimodal data (text, image, time-series), optimizing models for edge deployment (e.g., on Jetson platforms), and collaborating with clinical and engineering teams to develop intelligent decision-support tools.
Key Responsibilities
Model Development & Training: Design and implement ML models and LLMs for clinical NLP, computer vision, and time-series analysis.
LLM Fine-Tuning & Optimization: Fine-tune transformer-based LLMs (e.g., LLaMA, GPT, BERT) using domain-specific data.
Multimodal Integration: Fuse data from EMR notes, physiological monitors, and video sources to build robust predictive systems.
Edge AI Inference: Optimize and deploy ML/LLM models on edge platforms such as NVIDIA Jetson (Xavier, AGX Orin).
Pipeline Automation: Build scalable training and inference pipelines using PyTorch, TensorFlow, and Hugging Face Transformers.
Evaluation & Validation: Define performance metrics, conduct clinical validations, and refine models for safety-critical environments.
Collaboration & Documentation: Work with firmware, frontend, and clinical teams; maintain technical documentation and research records.
Required Qualifications
3+ years of experience in AI/ML development, including work on NLP and LLMs
Proficiency in Python, PyTorch, and TensorFlow
Hands-on experience with Hugging Face Transformers, LangChain, or OpenLLM frameworks
Familiarity with NVIDIA CUDA, TensorRT, and ONNX for edge model acceleration
Strong understanding of neural networks, model interpretability, and training workflows
Experience with Git, version control, and collaborative development practices
Solid grasp of medical or clinical datasets (notes, time-series, imaging) preferred
Preferred Qualifications
Experience deploying models on Jetson platforms (Nano, TX2, Xavier, Orin)
Understanding of HIPAA, PHI, and secure model deployment in healthcare
Knowledge of classical ML algorithms (XGBoost, SVM, clustering) for tabular data
Experience with multimodal model architectures (e.g., vision-language models)
Publications or participation in medical AI challenges (e.g., PhysioNet, MIMIC)
Why Join Us?
Develop impactful AI solutions for neonatal and critical care
Work at the intersection of healthcare, deep learning, and edge computing
Collaborate with top clinicians, engineers, and researchers
Competitive salary, benefits, and the opportunity to shape next-gen AI products
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About the Company
With sales of over $500 million and more than 200 employees across the globe, Monark is an established leader in property development, e-commerce business models and business consulting.
Since 2001, Monark has built a diverse portfolio of luxury properties throughout North America, ranging from top-tier golf courses to over $100 million worth of real estate, including townhomes, hotels and resorts. Monark specializes in all aspects of the construction industry, right from the planning stage to development.
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