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TensorFlow Sports Image Classification : Building a Custom Model with TensorFlow and Keras

sports image classification

๐ŸŽฅ In this video tutorial, we will dive deep into the world of sports image classification! ๐Ÿ€๐Ÿ“ธ

๐Ÿ” Whatโ€™s Covered in this Video:

๐Ÿ“ฆ Dataset Download: Weโ€™ll start by obtaining a large sports image dataset from Kaggle, carefully curated with 21 unique sports categories.

๐Ÿ‹๏ธโ€โ™‚๏ธ Model Building: Using TensorFlow and Keras, weโ€™ll dive into the architecture of MobileNet, a pre-trained model. Weโ€™ll then customize it for our specific classification task.

๐Ÿ–ผ๏ธ Data Preparation: Learn how to preprocess and organize your data into train, validation, and test sets, ensuring your model has a solid foundation to learn from.

๐Ÿง  Model Training: Weโ€™ll guide you through the process of training your model, fine-tuning it to achieve impressive accuracy.

๐Ÿ“Š Model Evaluation: Discover how to assess the performance of your sports image classifier and understand the results.

๐Ÿ“ธ Real-World Predictions: Watch as we make predictions on new sports images, overlaying the predicted class for a real-world demonstration of our model in action.

If you are interested in learning modern Computer Vision course with deep dive with TensorFlow , Keras and Pytorch , you can find it hereย  : http://bit.ly/3HeDy1V

Perfect course for every computer vision enthusiastic

Actually recommend this book for deep learning based on Tensorflow and Keras : https://amzn.to/3STWZ2N

Check out our tutorial here : https://youtu.be/xORACIVRNd4&list=UULFTiWJJhaH6BviSWKLJUM9sg

You can find the code here : https://ko-fi.com/s/56623ec7a0

LInk for the dataset : https://www.kaggle.com/datasets/gpiosenka/sports-classification

Enjoy

Eran

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