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Backpropagation: Derivaiton of Loss Gradient

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#vector-analysis #machine-learning #gradient-descent #neural-networks
469
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Gradient derived from Jacobian?

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#calculus #nonlinear-optimization #gradient-descent #jacobian
235
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What is the condition to have a Lipschitz continuous the gradient for convex function?

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#convex-analysis #convex-optimization #gradient-descent
4.2k
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Why Does the Projected Gradient Descent Method Work?

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#convex-analysis #convex-optimization #numerical-optimization #gradient-descent #projection
56
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Can someone help me derive this equation?

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#derivatives #partial-derivative #machine-learning #gradient-descent
90
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Gradient descent versus finding where the gradient vanishes via solving systems of equations

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#systems-of-equations #machine-learning #numerical-optimization #gradient-descent
26
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What formal argument allow to pass from EL equations to gradient descent?

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#reference-request #calculus-of-variations #gradient-descent
186
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Partial derivative in gradient descent for social recommendations

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#calculus #derivatives #optimization #partial-derivative #gradient-descent
329
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Does $f(x) = \frac{1}{2}x^TAx$ have an L-Lipschitz continuous gradient

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#lipschitz-functions #gradient-descent #non-convex-optimization
5.1k
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Why do we need sub-gradient methods for non-differentiable functions?

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#optimization #convex-optimization #gradient-descent #subgradient
1k
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Example of convex function which is differentiable, but not twice differentiable?

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#derivatives #convex-optimization #gradient-descent #hessian-matrix
2k
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Addition of two L-smooth function is also L-smooth?

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#lipschitz-functions #gradient-descent #non-convex-optimization
86
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Non-convex Constraint Satisfaction problem

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#optimization #nonlinear-optimization #gradient-descent #non-convex-optimization
46
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softmax binary classification and monotonically decreasing substitution function

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#optimization #gradient-descent
1.1k
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Gradient descent on non-linear function with linear constraints

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#optimization #nonlinear-optimization #numerical-optimization #gradient-descent

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