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Friday, February 26, 2021
Transfer Learning and Fine tuning with Tensorflow Object Detection API - Part III
#tensorflow #objectdetectionapi #objectdetection #ai #machinelearning #python #gpu #nvidia #madewithtf #transferlearning #finetuning To improve our image classification model, since we don't have too many images, we use Transfer Learning and fine-tuning. Can I teach an AI model using Tensorflow Object Detection API, how to identify the theme of a painting? The only way to find out is by trying! And I think you might be surprised by the outcome of this experiment. Article: https://spltech.co.uk/tensorflow-object-detection-api-custom-image-classification%e2%80%8a-%e2%80%8acan-i-detect-if-a-painting-is-a-nativity-painting/ FOLLOW ME Instagram: https://www.instagram.com/codemental/ Blog: https://spltech.co.uk/blog/ SUPPORT THE CHANNEL or get MENTORING http://www.patreon.com/codemental TIMESTAMPS 0:00 Explaining Transfer Learning and how it can help with improving our model 1:00 Xception architecture 1:26 Freezing neural network weights 2:43 Understanding results of training image classifier with Transfer Learning 3:50 Testing image classifier against training data set 4:34 Training the model further with fine tuning RESOURCES Tensorflow Transfer Learning Tutorial: https://www.tensorflow.org/tutorials/images/transfer_learning Article https://spltech.co.uk/tensorflow-object-detection-api-custom-image-classification%e2%80%8a-%e2%80%8acan-i-detect-if-a-painting-is-a-nativity-painting/ Github https://github.com/armindocachada/tensorflow-custom-classification-art-nativity
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