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ONNX

ONNX (Open Neural Network Exchange) is an open-source format designed to facilitate interoperability between different machine learning frameworks. It enables models to be transferred seamlessly across various platforms, making it easier to deploy and optimize machine learning models.

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About ONNX

ONNX was created in 2017 by Facebook and Microsoft to address the challenge of interoperability between different machine learning frameworks. It aimed to provide a common format for models, enabling easier transfer and deployment across various platforms.

Strengths of ONNX include its ability to facilitate model interoperability, support for a wide range of operators, and strong community backing. Weaknesses involve limited support for certain advanced features in some frameworks and potential performance overhead during model conversion. Competitors include TensorFlow SavedModel, Apple's Core ML, and Apache MXNet.

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How to hire a ONNX expert

An ONNX expert must have skills in machine learning model development, proficiency in Python programming, familiarity with multiple machine learning frameworks such as PyTorch and TensorFlow, expertise in model conversion and optimization techniques, and knowledge of ONNX Runtime for deploying models.

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