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Self-Supervised Learning

Subscribe To My Channel https://www.youtube.com/@huseyin_ozde... Video Contents: 00:00 Comparison of Supervised and Unsupervised Learning 01:09 Self-Supervised Learning 01:50 Self-Supervised Learning example with Autoencoder 04:16 Pretext and Downstream Tasks 06:32 Different Types of Pretext Tasks Comparison of Supervised and Unsupervised Learning considering input data Self-Supervised Learning, where does Self-Supervision come from? Self-Supervised Learning example with Autoencoder, how are pseudo-labels generated for training of a simple autoencoder? Details of Pretext and Downstream Tasks Different Types of Pretext Tasks including Image Generation with Super-Resolution, Image Colorization, Image Rotation Prediction and Image Inpainting All images and animations in this video belong to me #machinelearning #computervision #deeplearning #ai #aitutorial #education #supervisedlearning #unsupervisedlearning #selfsupervisedlearning #autoencoder #pretexttask #downstreamtask #pseudolabel #transferlearning #latentvector #latentcode #unlabeleddata #labeleddata #imageprocessing #datascience #computervisionwithhuseyinozdemir