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Markdown Fixes #115

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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -5,7 +5,7 @@ Spearmint is a software package to perform Bayesian optimization. The Software i

**IMPORTANT:** Spearmint is under an **Academic and Non-Commercial Research Use License**. Before using spearmint please be aware of the [license](LICENSE.md). If you do not qualify to use spearmint you can ask to obtain a license as detailed in the [license](LICENSE.md) or you can use the older open source code version (which is somewhat outdated) at https://github.com/JasperSnoek/spearmint.

####Relevant Publications
#### Relevant Publications

Spearmint implements a combination of the algorithms detailed in the following publications:

Expand All @@ -28,7 +28,7 @@ Spearmint implements a combination of the algorithms detailed in the following p
Michael Gelbart, Jasper Snoek and Ryan Prescott Adams
Uncertainty in Artificial Intelligence, 2014

####Setting up Spearmint
#### Setting up Spearmint

**STEP 1: Installation**

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