diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3a8cdaa..56efdf7 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -65,6 +65,6 @@ jobs:
         id: lychee
         uses: lycheeverse/lychee-action@v1.10.0
         with:
-          args: --verbose --no-progress './**/*.md' './**/*.html' --insecure --exclude-all-private --suggest --archive wayback  --user-agent "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0" --max-concurrency 5 --retry-wait-time 10
+          args: --verbose --no-progress './**/*.md' './**/*.html' --insecure --exclude-all-private --suggest --archive wayback  --user-agent "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:127.0) Gecko/20100101 Firefox/127.0" --max-concurrency 5 --retry-wait-time 10 --remap 'https://old.reddit.com/(.*) https://www.reddit.com/$1'
           fail: true
           token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.lycheeignore b/.lycheeignore
index 39beb28..2fd7433 100644
--- a/.lycheeignore
+++ b/.lycheeignore
@@ -1 +1,3 @@
 https://pastepixel.com/image/....png
+http://eturnbull.ca/pythonlibs/
+https://www.lfd.uci.edu/~gohlke/pythonlibs/
diff --git a/base/science-tech-maths/machine-learning/algorithms/neural-nets/batchnorm/batchnorm.md b/base/science-tech-maths/machine-learning/algorithms/neural-nets/batchnorm/batchnorm.md
index 6464467..fd1d8fa 100644
--- a/base/science-tech-maths/machine-learning/algorithms/neural-nets/batchnorm/batchnorm.md
+++ b/base/science-tech-maths/machine-learning/algorithms/neural-nets/batchnorm/batchnorm.md
@@ -17,7 +17,7 @@ Remember to set the bias to zero when using batchnorm. This is because batchnorm
 - <https://www.learnopencv.com/batch-normalization-in-deep-networks/>
 - <https://deepnotes.io/batchnorm>
 - <https://wiseodd.github.io/techblog/2016/07/04/batchnorm/>
-- <http://rohanvarma.me/Batch-Norm/>
+- <http://web.archive.org/web/20230524162122/https://rohanvarma.me/Batch-Norm/>
 - <https://kratzert.github.io/2016/02/12/understanding-the-gradient-flow-through-the-batch-normalization-layer.html>
 - <https://stackoverflow.com/questions/45799926/why-batch-normalization-over-channels-only-in-cnn>
 - <https://blog.janestreet.com/l2-regularization-and-batch-norm/>
diff --git a/base/science-tech-maths/machine-learning/algorithms/neural-nets/gans/gan.md b/base/science-tech-maths/machine-learning/algorithms/neural-nets/gans/gan.md
index 77fc91c..1077b1a 100644
--- a/base/science-tech-maths/machine-learning/algorithms/neural-nets/gans/gan.md
+++ b/base/science-tech-maths/machine-learning/algorithms/neural-nets/gans/gan.md
@@ -38,5 +38,5 @@ faut imager une fonction sigmoide qui devient de plus en plus "steep"
 - <https://adamdking.com/blog/gaugan/>
 - <https://towardsdatascience.com/zilic-detect-any-disease-with-machine-learning-fdae88664148>
 - <https://towardsdatascience.com/comprehensive-introduction-to-turing-learning-and-gans-part-1-81f6d02e644d>
-- <https://blog.floydhub.com/gans-story-so-far/>
+- <http://web.archive.org/web/20240129185748/https://blog.floydhub.com/gans-story-so-far/>
 - <https://towardsdatascience.com/10-lessons-i-learned-training-generative-adversarial-networks-gans-for-a-year-c9071159628>
diff --git a/base/science-tech-maths/machine-learning/competitions/competitions.md b/base/science-tech-maths/machine-learning/competitions/competitions.md
index c49e736..d64dde4 100644
--- a/base/science-tech-maths/machine-learning/competitions/competitions.md
+++ b/base/science-tech-maths/machine-learning/competitions/competitions.md
@@ -12,7 +12,6 @@ Good to read: [AI competitions don’t produce useful models](https://lukeoakden
 - <https://grand-challenge.org/>
 - <https://www.kaggle.com/>
 - <https://www.drivendata.org/>
-- <https://www.crowdanalytix.com/community>
 - <https://challengedata.ens.fr/>
 - <https://competitions.codalab.org/>
 - <https://omdena.com/>
diff --git a/base/science-tech-maths/programming/dev-tools/docker/docker.md b/base/science-tech-maths/programming/dev-tools/docker/docker.md
index 2b1645b..3fec330 100644
--- a/base/science-tech-maths/programming/dev-tools/docker/docker.md
+++ b/base/science-tech-maths/programming/dev-tools/docker/docker.md
@@ -366,6 +366,6 @@ Prefer use `docker compose up` for running the app and `docker compose run` for
 - <https://training.play-with-docker.com/>
 - <https://ikhlestov.github.io/pages/tools/docker/>
 - <https://towardsdatascience.com/docker-made-easy-for-data-scientists-b32efbc23165>
-- <https://lbartnicki92.github.io/posts/docker-build-from-dockerfile/>
+- <http://web.archive.org/web/20201203013356/https://lbartnicki92.github.io/posts/docker-build-from-dockerfile/>
 - Tutorial: <https://adamtheautomator.com/docker-compose-tutorial/>
 - Debugger in docker: <https://rednafi.com/python/debug_dockerized_apps_in_vscode/>
diff --git a/base/science-tech-maths/programming/dev-tools/git/git.md b/base/science-tech-maths/programming/dev-tools/git/git.md
index 89d655b..56e0b0c 100644
--- a/base/science-tech-maths/programming/dev-tools/git/git.md
+++ b/base/science-tech-maths/programming/dev-tools/git/git.md
@@ -193,7 +193,6 @@ Or:
 - <https://education.github.com/git-cheat-sheet-education.pdf>
 - <https://ikhlestov.github.io/pages/tools/git/>
 - <http://ndpsoftware.com/git-cheatsheet.html>
-- <https://gitexplorer.com/>
 - <https://gourav.io/blog/git-cheatsheet>
 - <https://mg.readthedocs.io/git.html>
 - <https://frontendmasters.com/courses/git-in-depth/>
diff --git a/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md b/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
index 130c1c6..f3e2550 100644
--- a/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
+++ b/base/science-tech-maths/programming/reverse-engineering/reverse-engineering.md
@@ -2,7 +2,7 @@
 
 - <https://github.com/0xZ0F/Z0FCourse_ReverseEngineering>
 - <https://beginners.re/>
-- <https://gamehacking.academy/about>
+- <https://gamehacking.academy/>
 - <https://margin.re/media/an-opinionated-guide-on-how-to-reverse-engineer-software-part-1.aspx>
 - <https://cutter.re/>
 - <https://rizin.re/>