Published onJuly 15, 2023Approximating non-Function Mappings with Mixture Density NetworksTensorFlowMachine-LearningKerasApproximate non one to one mapping using mixture density networks.
Published onJune 27, 2023Marine Animal Object Detection with KerasCVTensorFlowMachine-LearningKerasKerasCVObject-DetectionConstruct a powerful object detection pipeline to detect marine animals
Published onApril 11, 2023The Perfect Solution to Loss Reduction in Deep Learning!Machine-LearningTheoryKerasLearn about the tradeoffs of reducing losses using `sum()`, and reducing losses using `mean()`.
Published onSeptember 23, 2022A Common Pitfall When Writing Subclass Models in KerasMachine-LearningKerasKerasCVTensorFlowOverview of a common pitfall Keras users hit when writing subclass models
Published onAugust 4, 2022API Sneak Peek: Train an Object Detection Model on Pascal VOC 2007 using KerasCVKerasCVComputer-VisionObject-DetectionKerasTensorFlowOverview of the first ever official Keras object detection API.
Published onMay 10, 2022How Keras Users Write Code and How to Design APIs AccordinglyKerasTensorFlowKerasCVIn this post Luke discusses how Keras users write their code, and how he designs APIs accordingly.
Published onNovember 14, 2021Keras Model WalkthroughMachine-LearningKerasTensorFlowTutorialDeep dive into the internals of the Keras model class by writing a custom training loop duplicating the behavior of `keras.Model`.
Published onSeptember 25, 2020Complex Number Deep Learning with TensorflowTensorFlowMachine-LearningKerasTensorFlow has limited complex number support. Write the operations yourself to maintain automatic differentiation.