Does stochastic gradient descent converge?

Related questions

1. What is mini batch gradient descent?
2. What is Theta in gradient descent?
3. Who invented stochastic gradient descent?
4. How does stochastic gradient descent work?
5. What is stochastic gradient descent used for?
6. Does linear regression use gradient descent?
7. Is gradient descent a convex function?
8. Does gradient descent always converge?
9. What is meant by genetic algorithm?
10. Is gradient descent a loss function?

Tags

1. #models
2. #training
3. #convergence
4. #train
5. #outside
6. #descent
7. #large
8. #important
9. #context
10. #linear
11. #learning
12. #stochastic
13. #datasets
14. #function
15. #gradient