Jeff Heaton Courses

Programming LSTM with Keras and TensorFlow

1 review

Explore LSTM and GRU layers for recurrent neural networks in Keras, laying the groundwork for NLP and time series prediction with practical examples and implementations.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Keras Convolutional Neural Networks for MNIST and Fashion MNIST

Explore convolutional neural networks for image processing, focusing on MNIST and Fashion MNIST datasets. Learn about CNN architecture, training, and evaluation for advanced deep learning applications.

• YouTube
• 24 minutes
• On-Demand
• Free Video

How Much Data Is Enough to Build a Machine Learning Model

Explore techniques to measure data coverage for machine learning models, ensuring sufficient multivariate representation and understanding extrapolation in high dimensions.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Security and Information Assurance with Deep Learning

Explore deep learning applications in security, focusing on intrusion detection systems and common pitfalls. Learn about complex security data and real-world examples of machine learning challenges.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Deep Neural Network Autoencoders in TensorFlow and Keras - Part 1

Learn to create and implement autoencoders in Keras and TensorFlow, including denoising autoencoders, for deep neural network applications in image processing and function approximation.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Neural Networks with Ensembles for TensorFlow and Keras

Learn to create and evaluate ensemble models using random forests and deep neural networks with TensorFlow, Keras, and scikit-learn. Explore feature importance and perturbation ranking techniques.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Deep Learning Cross Validation for TensorFlow and Keras

Learn to implement cross-validation techniques for deep learning models using TensorFlow and Keras, enhancing model evaluation and performance in regression and classification tasks.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Early Stopping and Encoding a Feature Vector for Deep Neural Networks

Learn to implement early stopping, encode feature vectors, and use validation sets in Keras neural networks for improved deep learning model performance and efficiency.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Introduction to TensorFlow and Keras with Anaconda Python

Learn to build neural networks using TensorFlow and Keras for classification and regression tasks. Covers key concepts, data handling, model creation, training, and evaluation.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Deep Neural Network Basics for Keras and TensorFlow

Explore deep neural network fundamentals including activation functions, bias neurons, and output calculation for Keras and TensorFlow implementation.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Detecting Cancer with RBF Networks Trained by Genetic Algorithms

Explore machine learning techniques for cancer detection using RBF networks and genetic algorithms, with practical insights on implementation and advanced concepts.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Introduction to Python and Google Colab for Data Science and Machine Learning

Quick Python and Google CoLab tutorial for data science and machine learning, covering basics, file operations, and environment setup for beginners familiar with other programming languages.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Train StyleGAN with Your Own Images

Learn to train StyleGAN with your own images using Colab, covering image preparation, training setup, and resuming training for both StyleGAN2 and StyleGAN3 models.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Setting Up CUDA, CUDNN, Keras, and TensorFlow on Windows 11 for GPU Deep Learning

Comprehensive guide for setting up GPU-accelerated deep learning environment on Windows 11, covering CUDA, CUDNN, Keras, and TensorFlow installation with step-by-step instructions.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Installing Miniforge and Anaconda/Miniconda Side-by-Side on Mac M1 Monterey

Learn to install and run Anaconda and Miniforge simultaneously on Mac M1, including TensorFlow and Keras setup, with step-by-step guidance and troubleshooting tips.

• YouTube
• 22 minutes
• On-Demand
• Free Video