How to create a TensorFlow deep learning powerhouse on Amazon AWS
In my previous tutorial on recurrent neural networks and LSTM networks in TensorFlow, we weren’t able to get fantastic results. This is because I was […]
A PyTorch tutorial – deep learning in Python
So – if you’re a follower of this blog and you’ve been trying out your own deep learning networks in TensorFlow and Keras, you’ve probably […]
Recurrent neural networks and LSTM tutorial in Python and TensorFlow
In the deep learning journey so far on this website, I’ve introduced dense neural networks and convolutional neural networks (CNNs) which explain how to perform classification […]
Python gensim Word2Vec tutorial with TensorFlow and Keras
I’ve been dedicating quite a bit of time recently to Word2Vec tutorials because of the importance of the Word2Vec concept for natural language processing (NLP) […]
A Word2Vec Keras tutorial
Understanding Word2Vec word embedding is a critical component in your machine learning journey. Word embedding is a necessary step in performing efficient natural language processing […]
An introduction to TensorFlow queuing and threading
One of the great things about TensorFlow is its ability to handle multiple threads and therefore allow asynchronous operations. If we have large datasets this can […]
A Microsoft CNTK tutorial in Python – build a neural network
In previous tutorials (Python TensorFlow tutorial, CNN tutorial, and the Word2Vec tutorial) on deep learning, I have taught how to build networks in the TensorFlow deep […]
Word2Vec word embedding tutorial in Python and TensorFlow
In coming tutorials on this blog I will be dealing with how to create deep learning models that predict text sequences. However, before we get […]
Keras tutorial – build a convolutional neural network in 11 lines
In a previous tutorial, I demonstrated how to create a convolutional neural network (CNN) using TensorFlow to classify the MNIST handwritten digit dataset. TensorFlow is a brilliant tool, […]
Convolutional Neural Networks Tutorial in TensorFlow
In the two previous tutorial posts, an introduction to neural networks and an introduction to TensorFlow, three layer neural networks were created and used to […]