Update README.md

NeroBlackstone · Jun 16, 2024 · 8d2e6a0 · 8d2e6a0
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 [Dive into Deep Learning](https://d2l.ai/index.html), with Julia programming language and Flux.jl.
 
+## Warning ⚠️: All the contents of this book will be rewritten using Lux.jl soon after some Lux.jl functions are stabilized.
+
 This tutorial mainly focuses on using pure julia to implement the code in *Dive into Deep Learning*, rather than explaining the specific principles of deep learning. If you know little about specific principles, please refer to the same chapter of the original book.
 
 ## Julia Code Implementation Standard
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 Welcome to contribution! Just add `.ipynb` file in `notebooks` folder and create an entry in `_toc.yml`.
 
-The website is built using [jupyter-book](https://github.com/executablebooks/jupyter-book). For faster ci build, we close notebook execution. It means you need to execute code cell locally, and save result to notebooks.
+The website is built using [jupyter-book](https://github.com/executablebooks/jupyter-book). For faster ci build, we close notebook execution. It means you need to execute code cell locally, and save result to notebooks.