The Illustrated Self-Supervised Learning
A visual introduction to self-supervised learning methods in Computer Vision
Explain motivation behind self-supervised learning
Explain the creative ways people have applied self-supervised learning to images in layman terms
Link relevant papers for each method for further exploration
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I am a Machine Learning Engineer applying research to products. I explain machine learning concepts using diagrams, animations and intuition.
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A Visual Guide to Self-Labelling Images
A self-supervised method to generate labels via simultaneous clustering and representation learning
SimCLR in TensorFlow 2
(Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.
Self-Supervised Representation Learning
What if we can get labels for free for unlabelled data and train unsupervised dataset in a supervised manner?
SimCLR - Contrastive Learning of Visual Representations
How to load pretrained/finetuned SimCLR models from hub modules for fine-tuning.
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