rtdl
Research on Tabular Deep Learning (Python package & papers) [Moved to: https://github.com/Yura52/rtdl] (by yandex-research)
rtdl-num-embeddings
(NeurIPS 2022) On Embeddings for Numerical Features in Tabular Deep Learning (by yandex-research)
| rtdl | rtdl-num-embeddings | |
|---|---|---|
| 5 | 2 | |
| 314 | 352 | |
| - | 3.7% | |
| 8.9 | 6.0 | |
| about 3 years ago | 7 days ago | |
| Python | Python | |
| MIT License | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
rtdl
Posts with mentions or reviews of rtdl.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-10-30.
-
[Project] Improving deep learning for tabular data with numerical embeddings (FT-Transformer)
Found relevant code at https://github.com/yandex-research/rtdl + all code implementations here
- [P] pytorch-widedeep v1.0.9: the Perceiver and the FastFormer for tabular data are now available in the library
- [P] pytorch-widedeep model alert: SAINT and the FT-Transformer are now available in the library
- [R] Revisiting Deep Learning Models for Tabular Data
rtdl-num-embeddings
Posts with mentions or reviews of rtdl-num-embeddings.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-03-17.
-
[R] New paper on Tabular DL: "On Embeddings for Numerical Features in Tabular Deep Learning"
JFYI: recently, we have split our codebase into separate projects: - https://github.com/Yura52/rtdl - https://github.com/Yura52/tabular-dl-revisiting-models - (the new one) https://github.com/Yura52/tabular-dl-num-embeddings
What are some alternatives?
When comparing rtdl and rtdl-num-embeddings you can also consider the following projects:
ArtLine - A Deep Learning based project for creating line art portraits.
Papers-in-100-Lines-of-Code - Implementation of papers in 100 lines of code.
tab-transformer-pytorch - Implementation of TabTransformer, attention network for tabular data, in Pytorch
rtdl-revisiting-models - (NeurIPS 2021) Revisiting Deep Learning Models for Tabular Data
100DaysofMLCode - My journey to learn and grow in the domain of Machine Learning and Artificial Intelligence by performing the #100DaysofMLCode Challenge. Now supported by bright developers adding their learnings :+1:
tabular-dl-tabr - The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"