Full Transformer ML System — Training, Serving & Monitoring

I will deliver a complete transformer-based ML system — from domain-adaptive pre-training through task-specific fine-tuning, evaluation, production serving with optimisation, and ongoing performance monitoring — giving your organisation a production-grade transformer ML capability customised for your domain and task. This is the most comprehensive transformer engagement I offer, addressing every stage of the transformer ML lifecycle from initial pre-training through monitored production deployment.

The system covers domain corpus pre-training, task fine-tuning with comprehensive evaluation, model optimisation for deployment, production serving infrastructure, performance monitoring, and comprehensive technical documentation. A 7-day post-launch support window is included.