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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 one-hot column
C. Create a hash bucket
D. Create an embedding column
Answer: D
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: 2
OTV is a MAC-in-IP method that extends Layer 2 connectivity across a transport network infrastructure. Which three options are high-availability features? (Choose three.)
A. fast failure detection
B. added the track-adjacency-nexthop command to enable overlay route tracking
C. added support for unicast cores using an adjacency server
D. added support for Ipv6 unicast forwarding and multicast flooding across the OTV overlay
E. OTV fast convergence
Answer: A,D,E
Explanation:
The overlay network maps MAC addresses to IP addresses of the edge devices. Once OTV identifies the correct edge device to send a Layer 2 frame to, OTV encapsulates the frame and sends the resulting IP packet using the transport network routing protocols.
OTV supports one or more separate overlay networks running Ipv4 or Ipv6 unicast forwarding or multicast flooding. Each overlay network supports one or more VLANs. Reference: http://www.cisco.com/c/en/us/td/docs/ios-xml/ios/wan_otv/configuration/xe3s/asr1000/wan-otv-xe-3s-asr1000-book/wan-otv-confg.html#GUID-585B852F-BB08-4937-9601E425DE4A33B6

NEW QUESTION: 3
Service-oriented architecture must be designed to be both integration-centric and silo-based.
A. True
B. False
Answer: B