optimization
The descent-direction framework
taught
Taught in
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The descent-direction framework
Optimization
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Exact versus inexact line search
Optimization
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Stopping criteria and convergence in practice
Optimization
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Comparing algorithms on the same problem
Optimization
Requires
- gradient-descent required
Required by
- Conjugate gradient descent required
- Coordinate descent required
- Momentum and Nesterov momentum required
- Stochastic gradient descent required
- The Armijo (sufficient decrease) condition required
Local knowledge map
Local knowledge map
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Solid arrows are required prerequisites; dashed are recommended or helpful. Lower rows are more foundational. Click any box to jump to that concept.