The GCP Vertex AI Cloud Engineer (Generative AI & Machine Learning) course is designed for professionals who want to architect, build, deploy, and manage end-to-end machine learning and generative AI solutions on Google Cloud. This program delivers in-depth coverage of Vertex AI fundamentals, data preparation, feature engineering, model training, hyperparameter tuning, and scalable deployment strategies. Learners gain hands-on expertise with AutoML, custom training using TensorFlow and PyTorch, model evaluation, monitoring, and full MLOps lifecycle automation using Vertex AI Pipelines. The course also emphasizes modern Generative AI capabilities, including large language models, embeddings, prompt engineering, and responsible AI practices. Real-world use cases, enterprise-grade architectures, and performance optimization techniques are deeply integrated to ensure job-ready skills. By the end of the course on Jast Tech, learners will confidently design secure, cost-efficient, and production-ready AI systems aligned with industry best practices and cloud engineering standards.