We are training a fully connected network with two hidden layers to predict housing prices. Inputs are 100-dimensional, and have several features such as the number of square feet, the median family income, etc. The first hidden layer has 1000 activations. The second hidden layer has 10 activations. The output is a scalar representing the house price. Assuming a vanilla network (e.g. no layer normalization, no learnable activation function parameters, etc.), how many parameters does this network have?

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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We are training a fully connected network with two hidden layers to predict housing prices.
Inputs are 100-dimensional, and have several features such as the number of square feet, the
median family income, etc.
The first hidden layer has 1000 activations.
The second hidden layer has 10 activations.
The output is a scalar representing the house price.
Assuming a vanilla network (e.g. no layer normalization, no learnable activation function
parameters, etc.), how many parameters does this network have?
Transcribed Image Text:We are training a fully connected network with two hidden layers to predict housing prices. Inputs are 100-dimensional, and have several features such as the number of square feet, the median family income, etc. The first hidden layer has 1000 activations. The second hidden layer has 10 activations. The output is a scalar representing the house price. Assuming a vanilla network (e.g. no layer normalization, no learnable activation function parameters, etc.), how many parameters does this network have?
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