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sgbaird · Sep 5, 2024 · 0eca93a · 0eca93a
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diff --git a/docs/curriculum/concepts/batch/single-vs-batch.md b/docs/curriculum/concepts/batch/single-vs-batch.md
@@ -36,4 +36,3 @@ Check out our batch optimization tutorial where we apply it to optimizing corros
 Hunt N. Batch Bayesian optimization (Doctoral dissertation, Massachusetts Institute of Technology). [🔗](https://dspace.mit.edu/bitstream/handle/1721.1/128591/1220836868-MIT.pdf?sequence=1#page=32.20)
 
 Botorch Batch Optimization Tutorial [🔗](https://botorch.org/docs/batching)
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diff --git a/docs/curriculum/concepts/sobo-vs-mobo/sobo-vs-mobo.md b/docs/curriculum/concepts/sobo-vs-mobo/sobo-vs-mobo.md
@@ -37,4 +37,4 @@ A. Agnihotri, Exploring Bayesian Optimization [🔗](https://distill.pub/2020/ba
 
 P. Frazier, A Tutorial on Bayesian Optimization [🔗](https://arxiv.org/abs/1807.02811)
 
-Ax Multi-Objective Optimization Tutorial [🔗](https://ax.dev/tutorials/multiobjective_optimization.html)
+Ax Multi-Objective Optimization Tutorial [🔗](https://ax.dev/tutorials/multiobjective_optimization.html)
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Expand Up		@@ -36,4 +36,3 @@ Check out our batch optimization tutorial where we apply it to optimizing corros
		Hunt N. Batch Bayesian optimization (Doctoral dissertation, Massachusetts Institute of Technology). [🔗](https://dspace.mit.edu/bitstream/handle/1721.1/128591/1220836868-MIT.pdf?sequence=1#page=32.20)

		Botorch Batch Optimization Tutorial [🔗](https://botorch.org/docs/batching)
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Expand Up		@@ -37,4 +37,4 @@ A. Agnihotri, Exploring Bayesian Optimization [🔗](https://distill.pub/2020/ba

		P. Frazier, A Tutorial on Bayesian Optimization [🔗](https://arxiv.org/abs/1807.02811)

		Ax Multi-Objective Optimization Tutorial [🔗](https://ax.dev/tutorials/multiobjective_optimization.html)
		Ax Multi-Objective Optimization Tutorial [🔗](https://ax.dev/tutorials/multiobjective_optimization.html)