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NEW QUESTION: 1
How can you get a neural network to learn about relationships between categories in a categorical feature?
A. Create a multi-hot column
B. Create an embedding column
C. Create a hash bucket
D. Create a one-hot column
Answer: B
Explanation:
Explanation
There are two problems with one-hot encoding. First, it has high dimensionality, meaning that instead of having just one value, like a continuous feature, it has many values, or dimensions. This makes computation more time-consuming, especially if a feature has a very large number of categories. The second problem is that it doesn't encode any relationships between the categories. They are completely independent from each other, so the network has no way of knowing which ones are similar to each other.
Both of these problems can be solved by representing a categorical feature with an embedding column. The idea is that each category has a smaller vector with, let's say, 5 values in it. But unlike a one-hot vector, the values are not usually 0. The values are weights, similar to the weights that are used for basic features in a neural network. The difference is that each category has a set of weights (5 of them in this case).
You can think of each value in the embedding vector as a feature of the category. So, if two categories are very similar to each other, then their embedding vectors should be very similar too.
Reference:
https://cloudacademy.com/google/introduction-to-google-cloud-machine-learning-engine-course/a-wide-and-dee

NEW QUESTION: 2
You are a Dynamics 365 for Customer Service system administrator.
Your organization does not permit the use of custom code for solutions.
You need to create a view that can be viewed by all users in an organization.
Where should you create the view?
A. App Designer
B. Templates area
C. Advanced Find
D. System Settings
Answer: A
Explanation:
Explanation
References:
https://docs.microsoft.com/en-us/dynamics365/customer-engagement/customize/create-edit-views-appdesigner

NEW QUESTION: 3
What is the abbreviation for the term used to describe a device capable of encapsulating and decapsulating VXLAN packets?
A. VTP
B. VNI
C. VXLAN
D. VTEP
Answer: D

NEW QUESTION: 4
Your company has client computers that run Windows 8. All of the computers have the
SkyDrive desktop application installed. Windows 7 File Recovery is configured to create a local backup of Microsoft Office 2013 documents. Only one backup is retained. A user deletes a Microsoft Word document from his computer. The document was located in a SkyDrive synchronized folder. You need to recover the document, including the previous versions of the document. What should you use?
A. The SkyDrive desktop application
B. The Recycle Bin on the desktop
C. The SkyDrive website
D. Windows 7 File Recovery
Answer: C