Ultimate Google Professional ML Engineer Exam by Orange AVA (.ePUB)
File Size: 103.2 MB
Ultimate Google Professional Machine Learning Engineer Exam Guide: Master Vertex AI, MLOps, Generative AI, BigQuery ML, Dataflow, and Production Machine Learning to Pass the Certification Exam by Orange AVA
Requirements: .ePUB reader, 103.2 MB | True EPUB
Overview: Pass the Exam. Master the Platform. Lead the Future of AI on Google Cloud. Certification Is the Beginning. Production-Ready AI Expertise Is the Real Goal. The Google Cloud Professional Machine Learning Engineer certification is one of the most sought-after credentials in AI and data engineering. Ultimate Google Professional Machine Learning Engineer Exam Guide provides a structured, end-to-end preparation path from foundational GCP and ML concepts through advanced production architectures, using the Vertex AI platform as the central thread throughout. You will explore the complete Machine Learning lifecycle covering data ingestion, distributed training, model deployment and monitoring using Vertex AI Pipelines, BigQuery ML, and Dataflow. The book addresses fine-tuning foundation models, implementing Retrieval Augmented Generation(RAG) for generative AI applications, and scaling custom training using GPUs as well as distributed strategies, grounding every concept in industry-aligned case studies and practical implementation scenarios. The final section covers Responsible AI, including fairness, bias mitigation, model explainability, and security risks, with rigorous mock exams and proven exam strategies. Thus, by the end of the book, you will have the technical depth and practical confidence to pass the Professional ML Engineer certification and lead production AI initiatives on Google Cloud. This book is tailored for data scientists, ML engineers, and cloud professionals pursuing the Google Cloud Professional Machine Learning Engineer certification. A foundational knowledge of Machine Learning algorithms and basic Python programming is expected. However, no prior Google Cloud certification experience is required.
Genre: Non-Fiction > Tech & Devices
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