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Glossary>Machine Learning Frameworks>Google TFX (TensorFlow Extended)

Google TFX (TensorFlow Extended)

Google TFX (TensorFlow Extended) is an end-to-end platform for deploying production machine learning pipelines. It facilitates data validation, preprocessing, model training, and serving, ensuring scalable and reliable ML workflows.

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About Google TFX (TensorFlow Extended)

Google TFX (TensorFlow Extended) was developed by Google to address the need for scalable and reliable machine learning workflows. It was introduced in 2017 to help data scientists and engineers manage the complexities of deploying ML models in production environments.

Strengths of Google TFX include its end-to-end ML pipeline support, scalability, and seamless integration with TensorFlow. Weaknesses may involve a steep learning curve and dependency on the TensorFlow ecosystem. Competitors include Kubeflow, MLflow, and Amazon SageMaker.

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How to hire a Google TFX (TensorFlow Extended) expert

A Google TFX expert must have skills in TensorFlow, Python programming, data engineering, and familiarity with ML pipeline orchestration. They should also be proficient in using Apache Beam for data processing and have experience with containerization and Kubernetes for deployment.

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