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Related Questions
- What is the role of randomness in stochastic gradient descent, and how does it impact the learning process?
- How does the random sampling of data points in stochastic gradient descent contribute to the exploration-exploitation trade-off?
- Can you explain the difference between stochastic gradient descent and batch gradient descent in terms of exploration?
- How does the random sampling of data points in stochastic gradient descent affect the convergence rate of the algorithm?
- In what ways does stochastic gradient descent with random sampling facilitate exploration in high-dimensional spaces?
- Can you provide an example of a scenario where stochastic gradient descent with random sampling is more effective than batch gradient descent in terms of exploration?
- How does the level of randomness in stochastic gradient descent affect the balance between exploration and exploitation?
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