Instrument

TensorFlow

Level: 5/10 | Type: Machine Learning & Deep Learning Ecosystem | Paradigm: Keras High-Level APIs, SavedModel Formats & Graph Execution

5/10 level — foundational TensorFlow / Keras layer architectures, SavedModel serialization, dataset pipelines, and legacy model migration.

Level: 5/10

TensorFlowKerasSavedModeltf.data

Working foundational knowledge in TensorFlow (5/10). Experience building baseline feedforward and convolutional models with tf.keras, manipulating tf.data input pipelines, serializing models via SavedModel format, and migrating legacy architectures to modern PyTorch/ONNX pipelines.

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