chore: recommend GH Discussions for Q/A

README.md

@@ -5,8 +5,7 @@
 
 <div align="center">
 
-[![Join the chat at https://julialang.zulipchat.com #machine-learning](https://img.shields.io/static/v1?label=Zulip&message=chat&color=9558b2&labelColor=389826)](https://julialang.zulipchat.com/#narrow/stream/machine-learning)
-[![Join the chat at https://julialang.org/slack #machine-learning](https://img.shields.io/badge/Slack-Slack?logo=slack&message=chat&color=4A154B&logoColor=4A154B&labelColor=389826)](https://julialang.org/slack/)
+[![GitHub Discussions](https://img.shields.io/github/discussions/LuxDL/Lux.jl?color=white&logo=github&label=Discussions)](https://github.com/LuxDL/Lux.jl/discussions)
 [![Latest Docs](https://img.shields.io/badge/docs-latest-blue.svg)](http://lux.csail.mit.edu/dev/)
 [![Stable Docs](https://img.shields.io/badge/docs-stable-blue.svg)](http://lux.csail.mit.edu/stable/)
 
@@ -19,6 +18,7 @@
 [![Downloads](https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Fmonthly_downloads%2FLux&query=total_requests&suffix=%2Fmonth&label=Downloads)](https://juliapkgstats.com/pkg/Lux)
 [![Downloads](https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Ftotal_downloads%2FLux&query=total_requests&&label=Total%20Downloads)](https://juliapkgstats.com/pkg/Lux)
 
+[![JET Testing](https://img.shields.io/badge/%F0%9F%9B%A9%EF%B8%8F_tested_with-JET.jl-233f9a)](https://github.com/aviatesk/JET.jl)
 [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
 [![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
 [![SciML Code Style](https://img.shields.io/static/v1?label=code%20style&message=SciML&color=9558b2&labelColor=389826)](https://github.com/SciML/SciMLStyle)
@@ -128,7 +128,7 @@ ReTestItems.runtests("tests/"; name = SkipConnection)
 
 ## 🆘 Getting Help
 
-For usage related questions, please use [Github Discussions](https://github.com/LuxDL/Lux.jl/discussions) or [JuliaLang Discourse (machine learning domain)](https://discourse.julialang.org/c/domain/ml/) which allows questions and answers to be indexed. To report bugs use [github issues](https://github.com/LuxDL/Lux.jl/issues) or even better send in a [pull request](https://github.com/LuxDL/Lux.jl/pulls).
+For usage related questions, please use [Github Discussions](https://github.com/orgs/LuxDL/discussions) which allows questions and answers to be indexed. To report bugs use [github issues](https://github.com/LuxDL/Lux.jl/issues) or even better send in a [pull request](https://github.com/LuxDL/Lux.jl/pulls).
 
 ## 🧑‍🔬 Citation
 

docs/src/introduction/resources.md

@@ -9,8 +9,7 @@
 !!! tip "Have More Questions?"
 
     For usage related questions, please use
-    [Github Discussions](https://github.com/LuxDL/Lux.jl/discussions) or
-    [JuliaLang Discourse (machine learning domain)](https://discourse.julialang.org/c/domain/ml/24/)
+    [Github Discussions](https://github.com/orgs/LuxDL/discussions)
     which allows questions and answers to be indexed. To report bugs use
-    [github issues](https://github.com/LuxDL/Lux.jl/issues) or even better send in a
-    [pull request](https://github.com/LuxDL/Lux.jl/pulls).
+    [Github Issues](https://github.com/LuxDL/Lux.jl/issues) or even better send in a
+    [Pull Request](https://github.com/LuxDL/Lux.jl/pulls).