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Google Vertex AI

Google Vertex AI is a managed machine learning platform that allows developers to build, deploy, and scale ML models using pre-trained and custom tooling. It integrates various Google Cloud services to streamline the end-to-end ML workflow, including data preparation, model training, evaluation, and deployment.

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About Google Vertex AI

Google Vertex AI was introduced by Google Cloud in 2021 to simplify and enhance the machine learning lifecycle. It was designed to integrate various ML tools and services into a unified platform, addressing the complexities of building, deploying, and scaling ML models. The goal was to make advanced ML capabilities more accessible to developers and enterprises.

Strengths of Google Vertex AI include seamless integration with Google Cloud services, a unified platform for the entire ML lifecycle, and robust scalability. Weaknesses may include a steep learning curve for beginners and potential higher costs for extensive usage. Competitors include AWS SageMaker, Microsoft Azure Machine Learning, and IBM Watson Studio.

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How to hire a Google Vertex AI expert

A Google Vertex AI expert must have strong skills in Python programming, TensorFlow or PyTorch for model development, experience with Google Cloud services like BigQuery and Cloud Storage, proficiency in data preprocessing and feature engineering, and familiarity with MLOps practices for model deployment and monitoring.

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