add remaining data sci concept docs and coding tutorials, slight updates to robotics outline

docs/course-data.yaml

@@ -482,15 +482,17 @@ robotics:
         - "Jubilee"
         - "Opentrons"
       learning_outcomes:
-        - "Perform liquid transfer between vials with an automated liquid handler (Science Jubilee or Opentrons)"
+        - "Perform liquid transfer between vials with an automated liquid handler (Science Jubilee and OT-2)"
 
     - module_name: "3.4 Mobile robotics"
       topics:
         - "ROS"
         - "Isaac Sim"
         - "Asynchronous task execution"
+        - "Prefect"
       learning_outcomes:
         - "Demonstrate control of a mobile cobot using frameworks such as the Robot Operating System (ROS) and Isaac Sim"
+        - "Use a workflow orchestration package to manage asynchronous tasks"
         - "Define asynchrony in the context of hardware control for automonous laboratories"
 
     - module_name: "3.5 Computer vision"
@@ -499,6 +501,7 @@ robotics:
         - "AprilTags"
       learning_outcomes:
         - "Demonstrate spatial referencing and ID lookup by using OpenCV and AprilTags"
+        - "Use a motorized microscope and OpenCV to search for regions of interest in a sample"
 
     - module_name: "3.6 Solid sample transfer"
       topics:
@@ -507,7 +510,7 @@ robotics:
         - "AprilTags"
         - "Multi-axis robotics"
       learning_outcomes:
-        - "Use ROS, AprilTags, and a multi-axis robot to perform solid sample transfer"
+        - "Use ROS, AprilTags, a multi-axis robot, and a workflow orchestration platform to perform solid sample transfer"
 
 software-dev:
   course_shortname: "Software Development"

docs/courses/data-science/2.1-single-objective.md

@@ -20,7 +20,7 @@ to help with demonstrating advanced optimization topics.
 :::{grid-item-card} Coding Tutorial
 Optimizing a 3D Printed Material for Strength Under Constraints
 +++
-```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/sobo/sobo-tutorial.html
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/sobo/sobo.html
 :color: info
 :expand:
 :click-parent:

docs/courses/data-science/2.2-multi-objective.md

@@ -20,9 +20,9 @@ Concept Doc
 ```
 :::
 :::{grid-item-card} Coding Tutorial
-Optimizing a Polymer Compound for Strength and Density
+Multi Objective Optmization of Polymers for Strength and Biodegradability
 +++
-```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/mobo/mobo-tutorial.html
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/mobo/mobo.html
 :color: info
 :expand:
 :click-parent:

docs/courses/data-science/2.3-batch.md

@@ -28,9 +28,9 @@ Concept Doc
 ```
 :::
 :::{grid-item-card} Coding Tutorial
-Noisy Batch Optimization
+Batch Optimization of Anti-Corrosion Coatings
 +++
-```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/batch/batch-bo-tutorial.html
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/batch/batch-fullybayesian.html
 :color: info
 :expand:
 :click-parent:

docs/courses/data-science/2.4-featurization.md

@@ -127,6 +127,17 @@ best_params = candidate_params[
 ]
 ```
 
+:::{grid-item-card} Coding Tutorial
+Optimizing MAX Phases with Featurization
++++
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/featurization/featurization.html
+:color: info
+:expand:
+:click-parent:
+Coding Tutorial
+```
+:::
+
 ## 🚀 Quiz
 
 ::::{tab-set}

docs/courses/data-science/2.5-multi-task.md

@@ -116,6 +116,29 @@ print(f"Objective for task A: {objective_A}")
 print(f"Objective for task B: {objective_B}")
 ```
 
+::::{grid} 1 2 2 2
+:::{grid-item-card} Concept Doc
+Multitask Bayesian Optimization
++++
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/concepts/multitask/multitask.html
+:color: info
+:expand:
+:click-parent:
+Concept Doc
+```
+:::
+:::{grid-item-card} Coding Tutorial
+Multi-Task Optimization Across Ceramic Binder Systems
++++
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/multitask/multitask.html
+:color: info
+:expand:
+:click-parent:
+Coding Tutorial
+```
+:::
+::::
+
 ## 🚀 Quiz
 
 ::::{tab-set}

docs/courses/data-science/2.6-benchmarking.md

@@ -72,6 +72,17 @@ plt.title("Expected Improvement Performance on Branin Function")
 plt.show()
 ```
 
+:::{grid-item-card} Coding Tutorial
+Benchmarking Acquisition Functions
++++
+```{button-link} https://honegumi.readthedocs.io/en/latest/curriculum/tutorials/benchmarking/benchmarking.html
+:color: info
+:expand:
+:click-parent:
+Coding Tutorial
+```
+:::
+
 ## 🚀 Quiz
 
 ::::{tab-set}