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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 a hash bucket
C. Create a one-hot column
D. Create an embedding column
Answer: D
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
Refer to the exhibit. The following commands are executed on interface fa0/1 of 2950Switch.
2950Switch(config-if)# switchport port-security
2950Switch(config-if)# switchport port-security mac-address sticky
2950Switch(config-if)# switchport port-security maximum 1
The Ethernet frame that is shown arrives on interface fa0/1. What two functions will occur when this frame is received by 2950Switch? (Choose two.)

A. This frame will be discarded when it is received by 2950Switch.
B. Only frames from source 0000.00bb.bbbb, the first learned MAC address of 2950Switch, will be forwarded out fa0/1.
C. Only host A will be allowed to transmit frames on fa0/1.
D. The MAC address table will now have an additional entry of fa0/1 FFFF.FFFF.FFFF.
E. Hosts B and C may forward frames out fa0/1 but frames arriving from other switches will not be forwarded out fa0/1.
F. All frames arriving on 2950Switch with a destination of 0000.00aa.aaaa will be forwarded out fa0/1.
Answer: C,F

NEW QUESTION: 3
What is the correct description of a Multi-Layer Switch?
A. has all the functionality of a Layer 2 switch and most of the functionality of a Layer 3 router
B. any switch that supports PoE, LLDP-MED and Flow Control
C. a switch with Layer 3 routing capabilities but lacks any Layer 1 features as a consequence
D. multi-Layer refers specifically to using chassis switches with several line cards over stack port switches
Answer: A

NEW QUESTION: 4
An organization has client computers that run Windows 7. You upgrade the client computers to Windows 8
without migrating the local user profiles.
You install the Windows Assessment and Deployment Kit (ADK) in the environment.
You need to migrate the user profiles from the Windows 7 installation to the Windows 8 installation.
What should you do first on each client computer?
A. Run the loadstate command.
B. Run the ImageX command.
C. Run Windows Easy Transfer and select the user profile to migrate.
D. Copy the Default Profile to a folder on drive C.
E. Run the scanstate command.
Answer: E