convolution-vision-transformers
autogluon
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convolution-vision-transformers | autogluon | |
---|---|---|
2 | 8 | |
210 | 7,091 | |
- | 3.3% | |
0.0 | 9.6 | |
almost 3 years ago | 7 days ago | |
Python | Python | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
convolution-vision-transformers
- has anyone here implemented Convolutional Vision Transformer (CvT)?
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CvT: Introducing Convolutions to Vision Transformers
code: https://github.com/rishikksh20/convolution-vision-transformers
autogluon
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pip install remyxai - easiest way to create custom vision models
This seems not very convincing. There are other popular frameworks that provide AutoML with existing datasets (eg https://github.com/autogluon/autogluon)
- autogluon: NEW Data - star count:5070.0
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[D] Where is AutoML for NNs?
https://github.com/awslabs/autogluon works well for image/text/tabular data
- k-fold bagging in Autogluon - Tabular
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What will the data science job market be like in 5 years?
Some AutoML is getting pretty good, AutoGluon is very solid for tabular data. That being said you still need to have your data in tabular format and deployment still requires some effort.
What are some alternatives?
vit-pytorch - Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
MLP-Mixer-pytorch - Unofficial implementation of MLP-Mixer: An all-MLP Architecture for Vision
autokeras - AutoML library for deep learning
EasyCV - An all-in-one toolkit for computer vision
auto-sklearn - Automated Machine Learning with scikit-learn
EasyOCR - Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
sharpened-cosine-similarity - An alternative to convolution in neural networks
imbalanced-regression - [ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
CvT - This is an official implementation of CvT: Introducing Convolutions to Vision Transformers.
tabnet - PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf