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Learn to implement a Generative Adversarial Network from scratch in Python using TensorFlow and Keras with Jeff Heaton. Less than 1-hour workload.
Learn about feature importance, engineering, and ranking in machine learning from Jeff Heaton's condensed presentation, originally delivered at the SOA Predictive Analytics Symposium 2019.
Learn to program LSTM and GRU for NLP and time series prediction with Keras and TensorFlow in under an hour with Jeff Heaton.
Learn advanced image and time series processing with CNNs for MNIST and Fashion MNIST in less than an hour with Jeff Heaton.
Jeff Heaton's short program teaches how to determine the sufficiency of data for machine learning models, covering topics like extrapolation, interpolation, and data distribution.
Learn about security for deep learning, including intrusion detection systems and common pitfalls, in this less than 1-hour module by Jeff Heaton.
Learn to create and denoise autoencoders in Keras and Tensorflow with Jeff Heaton in less than an hour. This online material is part of a hybrid format taught at Washington University.
Learn to create ensembles with random forests and deep neural networks using Keras and scikit-learn in less than an hour with Jeff Heaton.
Learn to use cross-validation with Keras and scikit-learn in less than an hour with Jeff Heaton. This online material is part of a hybrid program at Washington University in St. Louis.
Learn to implement early stopping and encode a feature vector for a Keras neural network in less than an hour with Jeff Heaton.
Learn to construct neural networks using TensorFlow and Keras for classification and regression in less than an hour with Jeff Heaton.
Learn deep neural network basics with Jeff Heaton in under an hour. Understand activation functions, bias neurons, and how to calculate network output.
Jeff Heaton offers a brief, under 1-hour tutorial on Python and Google CoLab for those familiar with other programming languages, focusing on data science and machine learning.
Learn to train StyleGAN with your own images in less than an hour with Jeff Heaton. Covers image preparation and using Colab for training.
Learn to install TensorFlow/Keras with GPU support on Windows 11 from Jeff Heaton in under an hour, using a pip install for the latest version.
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