amitness

10 ms·

61.
by amitness 7y ago
Interesting, thank you for sharing that. It reminds me of this approach called "PIRL" by Facebook AI. They framed the problem to learn invariant representations. You might find it interesting. https://amitness.com/
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by amitness 7y ago
Agree with you on this. For text data, there was a paper called "UDA"( https://arxiv.org/abs/1904.12848 ) that did some work on this direction. They augmented text by using backtranslation. Basic idea is you ta
63.
by amitness 7y ago
Hi, Wanted to clarify that this is the summary article of the paper. I wrote it to help out people who might not have the math rigor and research background to understand research papers but would benefit from an intuitive explanation. The
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by amitness 7y ago
The novelty is in applying 2 perturbations to available unlabeled images and use them as part of training. This is different than what you are describing about applying augmentations to labeled images to increase data size.
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Illustrated FixMatch for semi-supervised learning(amitness.com)
237 points by amitness 7y ago|47 comments
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FixMatch: 85% accuracy on CIFAR-10 with only 10 labeled images(amitness.com)
1 points by amitness 7y ago|0 comments
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The Illustrated FixMatch: 78% accuracy on CIFAR-10 with just 10 labeled images(amitness.com)
2 points by amitness 7y ago|0 comments
68.
Awesome Semi-Supervised Learning Papers(github.com)
4 points by amitness 7y ago|0 comments
69.
Browser Extension: Double Click To Copy Code From Stack Overflow(github.com)
2 points by amitness 7y ago|0 comments
70.
Curated List of Non-Mainstream Libraries for Machine Learning(github.com)
3 points by amitness 7y ago|0 comments
71.
Django ORM if you already know SQL(amitness.com)
4 points by amitness 7y ago|0 comments
72.
The Python Magic Behind PyTorch(amitness.com)
1 points by amitness 7y ago|0 comments
73.
by amitness 7y ago
I'm glad it was helpful to you.
74.
Migrating from OS.PATH to PATHLIB Module in Python(amitness.com)
5 points by amitness 7y ago|2 comments
75.
Augment Text Data for Machine Learning Using Google Sheets(amitness.com)
2 points by amitness 7y ago|0 comments
76.
Math Symbols Explained with Python(amitness.com)
130 points by amitness 7y ago|55 comments
77.
PIRL: Learn Image Representations Immune to Geometric Transformation(amitness.com)
50 points by amitness 7y ago|6 comments
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Visual Explanation of SimCLR: State of the Art Self-Supervised Learning Method(amitness.com)
2 points by amitness 7y ago|0 comments
79.
by amitness 7y ago
Followup post on SimCLR: https://amitness.com/2020/03/illustrated-simclr/
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My Learning Plan that got me hired as a Machine Learning Engineer(github.com)
4 points by amitness 7y ago|0 comments
81.
by amitness 7y ago
Here is the illustrated post on SimCLR: https://amitness.com/2020/03/illustrated-simclr/
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SimCLR: State of the Art Self-Supervised Learning Method(amitness.com)
2 points by amitness 7y ago|0 comments
83.
by amitness 7y ago
Yup, this paper is really interesting. I'm reading it currently and will be posting an illustrated post soon on it.
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Visual Introduction to Self Supervised Learning(amitness.com)
219 points by amitness 7y ago|12 comments
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Vibrate your fitness band when you're distracted on social media(github.com)
3 points by amitness 9y ago|0 comments