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Which optimization algorithm is commonly used to update weights in neural networ
Practice Questions
Q1
Which optimization algorithm is commonly used to update weights in neural networks?
K-means
Stochastic Gradient Descent
Principal Component Analysis
Random Forest
Questions & Step-by-Step Solutions
Which optimization algorithm is commonly used to update weights in neural networks?
Steps
Concepts
Step 1: Understand that neural networks learn by adjusting their weights.
Step 2: Know that weights are updated to minimize the difference between predicted and actual outcomes.
Step 3: Learn that the process of updating weights is guided by a method called an optimization algorithm.
Step 4: Identify Stochastic Gradient Descent (SGD) as a common optimization algorithm.
Step 5: Realize that SGD updates weights based on the gradient (slope) of the loss function, which measures how well the network is performing.
No concepts available.
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