typo

Author: tgebru

assignment2_google_cloud.md

@@ -25,7 +25,7 @@ Fill out the required portions of the form and put a value of **1** in the **Tot
 
 Once you have your quota increase you can just use GPUs (without requesting a quota increase). After you submit the form, you should receive an email approving your quota increase shortly after (I received my email within a minute). If you don't receive your approval within 2 business days, please inform the course staff. Once you have received your quota increase, you can start an instance with a GPU. To do this, while launching a virtual instance as described in the **Launch a Virtual Instance** section [here](http://cs231n.github.io/gce-tutorial/ "title"), select the number of GPUs to be 1 (or 2 if you requested for a quota increase of 2 and you really really need to use 2). As a reminder, you can only use up to the number of GPUs allowed by your quota. 
 
-**NOTE: Use your GPUs sparingly because they are expensive. See the pricing [here](https://cloud.google.com/compute/pricing#gpus "title").** For example, in assignment 2, you only need to have a GPU instance for question 5. So you can work on all other parts of the assignment with a CPU instance that does *not* have any GPUs. Once you are done with the questions that do not require a GPU, you can transfer your assignment zip file to your local computer as discussed in the **Transferring Files to Your Local Computer** section below. When you get to question 5, start a GPU instance and transfer your zip file from your local computer to your instance. Refer to [this page]("https://cloud.google.com/compute/docs/instances/transfer-files") for details on transferring files to Google Cloud. 
+**NOTE: Use your GPUs sparingly because they are expensive. See the pricing [here](https://cloud.google.com/compute/pricing#gpus "title").** For example, in assignment 2, you only need to have a GPU instance for question 5. So you can work on all other parts of the assignment with a CPU instance that does *not* have any GPUs. Once you are done with the questions that do not require a GPU, you can transfer your assignment zip file to your local computer as discussed in the **Transferring Files to Your Local Computer** section below. When you get to question 5, start a GPU instance and transfer your zip file from your local computer to your instance. Refer to [this page](https://cloud.google.com/compute/docs/instances/transfer-files "title") for details on transferring files to Google Cloud. 
 
 ## Starting Your Instance With Our Provided Disk ##
 For the remaining assignments and the project, we provide you with disks containing the necessary software for the assignments and commonly used frameworks for the project. To use our disk, you first need to create your own custom image using our file, and use this custom image as the boot disk for your new VM instance.