Posts tagged "machine-learning":

Cats vs Dogs - Part 3 - 99.1% Accuracy - Binary Image Classification with PyTorch and an Ensemble of ResNet Models

In 2014 Kaggle ran a competition to determine if images contained a dog or a cat. In this series of posts we'll see how easy it is to use Keras to create a 2D convolutional neural network that potentially could have won the contest.

Cats vs Dogs - Part 2 - 98.6% Accuracy - Binary Image Classification with Keras and Transfer Learning

In 2014 Kaggle ran a competition to determine if images contained a dog or a cat. In this series of posts we'll see how easy it is to use Keras to create a 2D convolutional neural network that potentially could have won the contest.

Cats vs Dogs - Part 1 - 92.8% Accuracy - Binary Image Classification with Keras and Deep Learning

In 2014 Kaggle ran a competition to determine if images contained a dog or a cat. In this series of posts we'll see how easy it is to use Keras to create a 2D convolutional neural network that potentially could have won the contest.

MNIST Image Classification using Deep Learning and Keras

In this post we'll use Keras to build the hello world of machine learning, classify a number in an image from the MNIST database of handwritten digits, and achieve ~99% classification accuracy using a convolutional neural network.