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tensorflow

TensorFlow machine learning framework

ProgrammingFix TF_SessionPRun 'Must Run Setup' Error TensorFlow C API

Resolve TensorFlow C API TF_SessionPRun errors: 'Local rendezvous CANCELLED PRun cancellation' and 'Must run setup before partial runs'. Checklist, code patterns, Windows MinGW tips for efficient streaming inference with Keras SavedModel.

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ProgrammingTensorFlow Backprop: Mixed Real & Complex Functions

Learn how TensorFlow handles backpropagation through mixed real and complex-valued functions using Wirtinger derivatives, GradientTape, and complex-aware ops. Covers chain rule, domain boundaries, and practical tips for CVNNs in comms systems.

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ProgrammingFix Identical Metrics in TensorFlow Keras CNN Backbones

Diagnose and fix identical accuracy, F1, AUC metrics across VGG16, ResNet50, DenseNet121 in TensorFlow Keras on medical imaging datasets. Check metric state, tf.data caching, preprocessing issues.

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