Add general blurb, GAMA, AMLB

software/software.qmd

@@ -4,6 +4,12 @@ echo: false
 jupyter: python3
 section-divs: false
 ---
+This page provides an overview of the software that we built with the goal of transforming
+the way people do (automated) machine learning research in a way that is more open, reproducible, and accessible.
+Most of the software below is developed with collaborators outside of our lab.
+
+We also open-source the code for our papers under our [GitHub organisation](https://github.com/openml-labs).
+Code for each paper is also linked in the overview in the [papers](../publications/publications.qmd) page.
 
 ```{python}
 #| output: asis
@@ -19,8 +25,8 @@ def button(url, str, icon):
 
 yaml_data = yaml.safe_load(open("software.yml"))
 
-for data in yaml_data[::-1]:
-    display(Markdown("## `" + data["title"] + "` {#" + data["title"] + "}"))
+for data in sorted(yaml_data, key=lambda sw: sw['order']):
+    display(Markdown("## `" + data["title"] + "` {#" + data["title"].replace(" ", "-") + "}"))
     display(Markdown(data["description"]))
     buttons = []
     if "website" in data:

software/software.yml

@@ -1,7 +1,33 @@
 - title: "OpenML"
+  order: 0
   description:
     Machine learning research should be easily accessible and reusable.
     `OpenML` is an open platform for sharing datasets, algorithms, and
     experiments - to learn how to learn better, together.
   website: https://www.openml.org/
-  github: https://github.com/openml/OpenML
+  github: https://github.com/openml/OpenML
+
+- title: "AutoML Benchmark"
+  order: 1
+  description:
+    The AutoML Benchmark (AMLB) is software that performs end-to-end
+    evaluation of AutoML frameworks. It can be used to compare 
+    current state-of-the-art and evaluate new methods with ablation
+    studies. Over 10 AutoML frameworks can be evaluated out-of-the-box
+    on over 100 datasets, and it's easy to bring your own data or
+    AutoML framework.
+  website: https://openml.github.io/automlbenchmark
+  github: https://github.com/openml/automlbenchmark
+
+- title: "GAMA"
+  order: 2
+  description:
+    The General Automated Machine learning Assistant (GAMA) was developed
+    to be able to easily experiment with new AutoML design through ablation
+    studies by providing a modular AutoML framework.
+
+    We have sunset the project, and decided to focus our efforts on OpenML and AMLB.
+    If you are interested in a modern implementations driven by similar 
+    philosophies, please have a look at the [AutoML Toolkit](https://github.com/automl/amltk).
+  website: https://openml-labs.github.io/gama
+  github: https://github.com/openml-labs/gama