- updated docs

Author: noahho

docs/getting_started/install.md

@@ -1,6 +1,3 @@
-**Client** [![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1KKKOVJk-5N972ZRUeGmRXh8EibRIRGxA#scrollTo=o03aOVAw0Etg)
-**Local** [![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1SHa43VuHASLjevzO7y3-wPCxHY18-2H6#scrollTo=o03aOVAw0Etg&line=3&uniqifier=1)
-
 You can access our models through our API (https://github.com/automl/tabpfn-client), via our user interface built on top of the API (https://www.ux.priorlabs.ai/) or locally.
 
 === "Python API Client (No GPU, Online)"

docs/getting_started/intended_use.md

@@ -1,9 +1,10 @@
 # Usage tips
 
-!!! note
-    For a simple example getting started with classification see [classification tutorial](../tutorials/classification.md).
-
-    We provide two comprehensive demo notebooks that guides through installation and functionalities. One [colab tutorial using the cloud](https://tinyurl.com/tabpfn-colab-online) and one [colab tutorial using the local GPU](https://tinyurl.com/tabpfn-colab-local).
+> [!TIP]
+>
+> Dive right in with our interactive Colab notebook! It's the best way to get a hands-on feel for TabPFN, walking you through installation, classification, and regression examples.
+>
+> [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/PriorLabs/TabPFN/blob/main/examples/notebooks/TabPFN_Demo_Local.ipynb)
 
 ### When to use TabPFN
 

docs/research/papers.md

@@ -62,39 +62,41 @@ extra:
 plugins:
   - search
   - autorefs
-  - gen-files:
-      scripts:
-        - scripts/gen_ref_pages.py
+#  - gen-files:
+#      scripts:
+#        - scripts/gen_ref_pages.py
   - literate-nav:
       nav_file: SUMMARY.md
-  - mkdocstrings:
-      default_handler: python
-      handlers:
-        python:
-          paths: ["src/tabpfn/src/", "src/tabpfn-client/", "src/tabpfn-extensions/src/"]
-          rendering:
-            merge_init_into_class: true
-            docstring_style: "google"
-          options:
-            filters: ["!^_"]
-            heading_level: 1
-            line_length: 60
-            inherited_members: true
-            separate_signature: true
-            show_root_heading: true
-            show_root_full_path: false
-            show_signature_annotations: true
-            signature_crossrefs: true
-            summary: true
-            show_signature: true
-            show_source: False
+#  - mkdocstrings:
+#      default_handler: python
+#      handlers:
+#        python:
+#          paths: ["src/tabpfn/src/", "src/tabpfn-client/", "src/tabpfn-extensions/src/"]
+#          rendering:
+#            merge_init_into_class: true
+#            docstring_style: "google"
+#          options:
+#            filters: ["!^_"]
+#            heading_level: 1
+#            line_length: 60
+#            inherited_members: true
+#            separate_signature: true
+#            show_root_heading: true
+#            show_root_full_path: false
+#            show_signature_annotations: true
+#            signature_crossrefs: true
+#            summary: true
+#            show_signature: true
+#            show_source: False
 
 extra_css:
   - stylesheets/extra.css
 
 nav:
   - Home: index.md # Includes link to 
   - Getting Started:
+    # web link
+    - Colab Notebook (Recommended): https://colab.research.google.com/github/PriorLabs/TabPFN/blob/main/examples/notebooks/TabPFN_Demo_Local.ipynb
     - Installation: getting_started/install.md
     - Intended Use: getting_started/intended_use.md
     - API Usage Guide: getting_started/api.md
@@ -115,13 +117,13 @@ nav:
   #    - Agenda: agenda.md
   #- Team:
   # Demo
-  - Code Reference: reference/
+  # - Code Reference: reference/
 # Extensions
 markdown_extensions:
   - attr_list
   - pymdownx.emoji:
-      emoji_index: !!python/name:material.extensions.emoji.twemoji
-      emoji_generator: !!python/name:material.extensions.emoji.to_svg
+      emoji_index: !!python/name:material.extensions.emoji.twemoji # New path
+      emoji_generator: !!python/name:material.extensions.emoji.to_svg # New path
   - markdown.extensions.admonition
   - markdown.extensions.attr_list
   - markdown.extensions.codehilite:

mkdocs.yml

@@ -0,0 +1,21 @@
+[build-system]
+requires = ["setuptools", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "PriorLabs.GitHub.MkDocs"
+version = "2.1.1"
+dependencies = [
+  "mkdocs>=1.5.3,<2",
+  # mkdocs-material is a popular theme for MkDocs
+    "mkdocs-material>=9.0.0",
+  # auto refs
+  "mkdocs-autorefs>=0.3.0",
+  # gen-files
+    "mkdocs-gen-files>=0.4.0",
+  # literate navs
+    "mkdocs-literate-nav>=0.2.0",
+  # mkdoc strings [python]
+    "mkdocstrings[python]>=0.20.0",
+]
+requires-python = ">=3.9"