Self-Supervised Learning

Publicado em: 07 Maio 2023
no canal de: AI with Math

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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

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#machinelearning #computervision
#deeplearning #ai #aitutorial #education
#supervisedlearning #unsupervisedlearning
#selfsupervisedlearning #autoencoder
#pretexttask #downstreamtask
#pseudolabel #transferlearning
#latentvector #latentcode
#unlabeleddata #labeleddata
#imageprocessing #datascience
#computervisionwithhuseyinozdemir

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