Keras, Eager and TensorFlow 2.0 – a new TF paradigm
A recent announcement from the TensorFlow development team has informed the world that some major new changes are coming to TensorFlow, resulting in a new […]
TensorFlow
Introduction to TensorBoard and TensorFlow visualization
Deep learning can be complicated…and sometimes frustrating. Why is my lousy 10 layer conv-net only achieving 95% accuracy on MNIST!? We’ve all been there – […]
TensorFlow Eager tutorial
TensorFlow is a great deep learning framework. In fact, it is still the reigning monarch within the deep learning framework kingdom. However, it has some […]
Reinforcement learning tutorial with TensorFlow
Reinforcement learning has gained significant attention with the relatively recent success of DeepMind’s AlphaGo system defeating the world champion Go player. The AlphaGo system was […]
Weight initialization tutorial in TensorFlow
In the late 80’s and 90’s, neural network research stalled due to a lack of good performance. There were a number of reasons for this, […]
The vanishing gradient problem and ReLUs – a TensorFlow investigation
Deep learning is huge in machine learning at the moment, and no wonder – it is making large and important strides in solving problems in computer […]
TensorFlow Dataset API tutorial – build high performance data pipelines
Consuming data efficiently becomes really paramount to training performance in deep learning. In a previous post I discussed the TensorFlow data queuing framework. However, TensorFlow […]
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 […]
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) […]