Tag: CNN
- Convolutional Neural Networks - The Basics (22 Nov 2019)
In this post, we'll introduce you to the Convolutional Neural Network and its application to image classification. We'll walk you through building a simple CNN for multi-class classification, then run it on the Kaggle Flowers Recognition dataset. You will also get to improve your model's results using several common techniques. Once you have that down, you'll get to try out transfer learning using your CNN and a pre-trained state-of-the-art InceptionV3 base. Finally, we'll show you how to achieve a great classification accuracy with feature extraction and fine-tuning.
- Classifying Emotion Using Convolutional Neural Networks (Publication) (06 Apr 2019)
In this published paper, we will be exploring the concepts of object recognition and deep learning to ultimately train a classification model to recognise human emotion from the FER-2013 facial expression dataset (Kaggle, 2013).
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