Keras is one of the most used frameworks for building machine learning models. Keras is a high level neural network API built on Python. That’s why we’ve covered how to use it so much on this blog! We’ve covered how to build Long Short Term Memory (LSTM) Models, Recurrent Neural Networks (RNNs), and Gated RecurrentContinue reading “Keras Optimizers in Tensorflow and Common Errors”
Tag Archives: keras
The Best RNN for Image Classification: RNN, LSTM, or GRU?
Recurrent Neural Networks (RNNs) are neural networks that are designed for predicting sequence data. Images are not traditionally seen as sequence data, but can be modeled as such. Today we’re going to be testing out how well three different RNN architectures, Simple RNNs, LSTMs, and GRUs, do on image classification via the MNIST digits dataset.Continue reading “The Best RNN for Image Classification: RNN, LSTM, or GRU?”
Build a GRU RNN in Keras
In December of 2021, we went over How to Build a Recurrent Neural Network from Scratch, How to Build a Neural Network from Scratch in Python 3, and How to Build a Neural Network with Sci-Kit Learn. As a continuation in the Neural Network series, this post is going to go over how to buildContinue reading “Build a GRU RNN in Keras”
Build a Simple Recurrent Neural Network with Keras
Earlier on this blog, we went over How to Build a Recurrent Neural Network from Scratch, How to Build a Neural Network from Scratch in Python 3, and How to Build a Neural Network with Sci-Kit Learn. As a continuation in the Neural Network series, this post is going to go over how to buildContinue reading “Build a Simple Recurrent Neural Network with Keras”