TensorFlow Tutorial 08 – Classify Lego Star Wars Minifigures | Full Project Walkthrough

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.

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Download the dataset:
LEGO Minifigures

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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Course Parts:
01 TensorFlow Installation
02 TensorFlow Tensor Basics
03 TensorFlow Neural Net
04 TensorFlow Linear Regression
05 TensorFlow CNN (Convolutional Neural Nets)
06 TensorFlow Save & Load Models
07 TensorFlow Functional API
08 TensorFlow Multi-output Project
09 TensorFlow Transfer Learning
10 TensorFlow RNN / LSTM / GRU
11 TensorFlow NLP

TensorFlow 2, Keras, Deep Learning, TensorFlow Course, TensorFlow Beginner Course, TensorFlow Tutorial

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