From 83f92be6847b1d02947c24d589c238fde10e2fbc Mon Sep 17 00:00:00 2001 From: Pavol Mulinka Date: Mon, 9 Jan 2023 13:24:11 +0100 Subject: [PATCH] added roadmap link --- CONTRIBUTING.MD | 2 +- mkdocs/sources/contributing.md | 2 +- mkdocs/sources/index.md | 11 ++++++----- 3 files changed, 8 insertions(+), 7 deletions(-) diff --git a/CONTRIBUTING.MD b/CONTRIBUTING.MD index 213bd81..5aee05c 100644 --- a/CONTRIBUTING.MD +++ b/CONTRIBUTING.MD @@ -1,6 +1,6 @@ Pytorch-widedeep is being developed and used by many active community members. Your help is very valuable to make it better for everyone. -- Check for the [Roadmap](https://github.com/jrzaurin/pytorch-widedeep/projects/1) or [Open an issue](https://github.com/jrzaurin/pytorch-widedeep/issues) to report problems or recommend new features and submit a draft pull requests, which will be changed to pull request after intial review +- Check for the [Roadmap](https://github.com/users/jrzaurin/projects/3) or [Open an issue](https://github.com/jrzaurin/pytorch-widedeep/issues) to report problems or recommend new features and submit a draft pull requests, which will be changed to pull request after intial review - Contribute to the [tests](https://github.com/jrzaurin/pytorch-widedeep/tree/master/tests) to make it more reliable. - Contribute to the [documentation](https://github.com/jrzaurin/pytorch-widedeep/tree/master/docs) to make it clearer for everyone. - Contribute to the [examples](https://github.com/jrzaurin/pytorch-widedeep/tree/master/examples) to share your experience with other users. diff --git a/mkdocs/sources/contributing.md b/mkdocs/sources/contributing.md index 213bd81..5aee05c 100644 --- a/mkdocs/sources/contributing.md +++ b/mkdocs/sources/contributing.md @@ -1,6 +1,6 @@ Pytorch-widedeep is being developed and used by many active community members. Your help is very valuable to make it better for everyone. -- Check for the [Roadmap](https://github.com/jrzaurin/pytorch-widedeep/projects/1) or [Open an issue](https://github.com/jrzaurin/pytorch-widedeep/issues) to report problems or recommend new features and submit a draft pull requests, which will be changed to pull request after intial review +- Check for the [Roadmap](https://github.com/users/jrzaurin/projects/3) or [Open an issue](https://github.com/jrzaurin/pytorch-widedeep/issues) to report problems or recommend new features and submit a draft pull requests, which will be changed to pull request after intial review - Contribute to the [tests](https://github.com/jrzaurin/pytorch-widedeep/tree/master/tests) to make it more reliable. - Contribute to the [documentation](https://github.com/jrzaurin/pytorch-widedeep/tree/master/docs) to make it clearer for everyone. - Contribute to the [examples](https://github.com/jrzaurin/pytorch-widedeep/tree/master/examples) to share your experience with other users. diff --git a/mkdocs/sources/index.md b/mkdocs/sources/index.md index 2ed7d53..6d6135b 100644 --- a/mkdocs/sources/index.md +++ b/mkdocs/sources/index.md @@ -29,9 +29,9 @@ Pytorch The content of this document is organized as follows: -- [pytorch-widedeep](#pytorch-widedeep) +- [**pytorch-widedeep**](#pytorch-widedeep) - [Introduction](#introduction) - - [The deeptabular component](#the-deeptabular-component) + - [The ``deeptabular`` component](#the-deeptabular-component) - [Acknowledgments](#acknowledgments) ### Introduction @@ -75,9 +75,10 @@ $$ -Where $W$ are the weight matrices applied to the wide model and to the final -activations of the deep models, $a$ are these final activations, and -$\phi(x)$ are the cross product transformations of the original features $x$. +Where σ is the sigmoid function, *'W'* are the weight matrices applied to the wide model and to the final +activations of the deep models, *'a'* are these final activations, +φ(x) are the cross product transformations of the original features *'x'*, and +, and *'b'* is the bias term. In case you are wondering what are *"cross product transformations"*, here is a quote taken directly from the paper: *"For binary features, a cross-product transformation (e.g., “AND(gender=female, language=en)”) is 1 if and only if -- GitLab