diff --git a/.gitignore b/.gitignore
index 3c097ca05..c50c42e25 100644
--- a/.gitignore
+++ b/.gitignore
@@ -28,4 +28,5 @@ venv
 site_libs
 .DS_Store
 index_files
-digest.txt
\ No newline at end of file
+digest.txt
+**/*.quarto_ipynb
diff --git a/_quarto.yml b/_quarto.yml
index 29f8f342b..a2be70865 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -155,6 +155,7 @@ format:
     toc-title: "Table of Contents"
     code-fold: false
     code-overflow: scroll
+    format-links: [ipynb]
     include-in-header:
       - text: |
           <style>
@@ -212,7 +213,10 @@ format:
               </div>
             </div>
           </footer>
-
+  ipynb:
+    execute:
+      cache: true
+      freeze: auto
 execute:
   echo: true
   output: true
diff --git a/tutorials/bayesian-differential-equations/index.qmd b/tutorials/bayesian-differential-equations/index.qmd
index 8479215e6..21a82dd46 100755
--- a/tutorials/bayesian-differential-equations/index.qmd
+++ b/tutorials/bayesian-differential-equations/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Differential Equations
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../10-bayesian-differential-equations/index.html
 ---
diff --git a/tutorials/bayesian-linear-regression/index.qmd b/tutorials/bayesian-linear-regression/index.qmd
index c28148371..f4bd0d763 100755
--- a/tutorials/bayesian-linear-regression/index.qmd
+++ b/tutorials/bayesian-linear-regression/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Linear Regression
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../05-linear-regression/index.html
 ---
diff --git a/tutorials/bayesian-logistic-regression/index.qmd b/tutorials/bayesian-logistic-regression/index.qmd
index 0bdf325ae..1f5ab4f73 100755
--- a/tutorials/bayesian-logistic-regression/index.qmd
+++ b/tutorials/bayesian-logistic-regression/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Logistic Regression
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../02-logistic-regression/index.html
 ---
diff --git a/tutorials/bayesian-neural-networks/index.qmd b/tutorials/bayesian-neural-networks/index.qmd
index c5652c057..0b24d48a1 100755
--- a/tutorials/bayesian-neural-networks/index.qmd
+++ b/tutorials/bayesian-neural-networks/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Neural Networks
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../03-bayesian-neural-network/index.html
 ---
diff --git a/tutorials/bayesian-poisson-regression/index.qmd b/tutorials/bayesian-poisson-regression/index.qmd
index dbbd5fb87..67dcabe54 100755
--- a/tutorials/bayesian-poisson-regression/index.qmd
+++ b/tutorials/bayesian-poisson-regression/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Poisson Regression
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../07-poisson-regression/index.html
 ---
diff --git a/tutorials/bayesian-time-series-analysis/index.qmd b/tutorials/bayesian-time-series-analysis/index.qmd
index 0cdf201d6..fbe68cb21 100755
--- a/tutorials/bayesian-time-series-analysis/index.qmd
+++ b/tutorials/bayesian-time-series-analysis/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Bayesian Time Series Analysis
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../13-seasonal-time-series/index.html
 ---
diff --git a/tutorials/coin-flipping/index.qmd b/tutorials/coin-flipping/index.qmd
index 757525249..9b5d2f49a 100755
--- a/tutorials/coin-flipping/index.qmd
+++ b/tutorials/coin-flipping/index.qmd
@@ -1,7 +1,10 @@
 ---
 title: "Introduction: Coin Flipping"
 engine: julia
-aliases: 
+format:
+  html: default
+  ipynb: default
+aliases:
   - ../00-introduction/index.html
   - ../00-introduction/
 ---
diff --git a/tutorials/gaussian-mixture-models/index.qmd b/tutorials/gaussian-mixture-models/index.qmd
index 99db86bc2..0845435df 100755
--- a/tutorials/gaussian-mixture-models/index.qmd
+++ b/tutorials/gaussian-mixture-models/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Gaussian Mixture Models
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../01-gaussian-mixture-model/index.html
 ---
diff --git a/tutorials/gaussian-process-latent-variable-models/index.qmd b/tutorials/gaussian-process-latent-variable-models/index.qmd
index e6a9c3f62..b9fc89b90 100755
--- a/tutorials/gaussian-process-latent-variable-models/index.qmd
+++ b/tutorials/gaussian-process-latent-variable-models/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Gaussian Process Latent Variable Models
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../12-gplvm/index.html
 ---
diff --git a/tutorials/gaussian-processes-introduction/index.qmd b/tutorials/gaussian-processes-introduction/index.qmd
index 6db5a1388..d5dfd4a55 100755
--- a/tutorials/gaussian-processes-introduction/index.qmd
+++ b/tutorials/gaussian-processes-introduction/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: "Gaussian Processes: Introduction"
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../15-gaussian-processes/index.html
 ---
diff --git a/tutorials/hidden-markov-models/index.qmd b/tutorials/hidden-markov-models/index.qmd
index 9448b5794..cee9cdd71 100755
--- a/tutorials/hidden-markov-models/index.qmd
+++ b/tutorials/hidden-markov-models/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Hidden Markov Models
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../04-hidden-markov-model/index.html
 ---
diff --git a/tutorials/infinite-mixture-models/index.qmd b/tutorials/infinite-mixture-models/index.qmd
index 8b14aac49..1c67a8b79 100755
--- a/tutorials/infinite-mixture-models/index.qmd
+++ b/tutorials/infinite-mixture-models/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Infinite Mixture Models
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../06-infinite-mixture-model/index.html
 ---
diff --git a/tutorials/multinomial-logistic-regression/index.qmd b/tutorials/multinomial-logistic-regression/index.qmd
index e788475e8..9fb15649c 100755
--- a/tutorials/multinomial-logistic-regression/index.qmd
+++ b/tutorials/multinomial-logistic-regression/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Multinomial Logistic Regression
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../08-multinomial-logistic-regression/index.html
 ---
diff --git a/tutorials/probabilistic-pca/index.qmd b/tutorials/probabilistic-pca/index.qmd
index 6f8982923..ee9ff2464 100755
--- a/tutorials/probabilistic-pca/index.qmd
+++ b/tutorials/probabilistic-pca/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Probabilistic PCA
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../11-probabilistic-pca/index.html
 ---
diff --git a/tutorials/variational-inference/index.qmd b/tutorials/variational-inference/index.qmd
index 7d89ba904..d49adb2a7 100755
--- a/tutorials/variational-inference/index.qmd
+++ b/tutorials/variational-inference/index.qmd
@@ -1,6 +1,9 @@
 ---
 title: Variational Inference
 engine: julia
+format:
+  html: default
+  ipynb: default
 aliases:
  - ../09-variational-inference/index.html
 ---