New Tutorial series about TensorFlow 2! Learn all the basics you need to get started with this deep learning framework!
Part 08: Classify Star Wars Lego Figures | Full Project Walkthrough
In this part we use a real image dataset from Kaggle with Lego Star Wars Minifigures and do a full project walkthrough. I show you how to load the data using a tensorflow ImagaDataGenerator and implement a convolutional neural net to do image classification. I also introduce some new concepts like image augmentation and keras callbacks.
Course material is available on GitHub:
https://github.com/python-engineer/tensorflow-course
Download the dataset:
https://www.kaggle.com/ihelon/lego-minifigures-classification
Links:
https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/image/ImageDataGenerator
https://www.tensorflow.org/tutorials/images/data_augmentation
https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/
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