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NEW QUESTION: 1
Which command causes a Cisco VCS to drop registrations for currently registered endpoints only if they are not currently in a call?
A. xConfiguration SystemUnit Maintenance Mode: On
B. xConfiguration SystemUnit Maintenance Mode: Off
C. xConfiguration Registration RestrictionPolicy Mode: "DenyList"
D. xConfiguration Zones LocalZone DefaultSubZone Registrations: "Deny"
Answer: A
NEW QUESTION: 2
How many product affinity type algorithms does Intelligent Offer Support?
A. 0
B. 1
C. 2
D. 3
Answer: A
NEW QUESTION: 3
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 a hash bucket
C. Create an embedding column
D. Create a one-hot column
Answer: C
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-deep-model.html
NEW QUESTION: 4
JK Ltd intentionally over-valued its closing inventories to increase profitability for the year 20X8. This would help them to better price a planned share issue in 20X9. By doing this they have breached the concept of
A. understandability.
B. substance over form.
C. completeness.
D. neutrality.
Answer: D
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