Mercurial > hg > tvii
annotate tvii/gradient_descent.py @ 44:857a606783e1
[documentation] notes + stubs on gradient descent
author | Jeff Hammel <k0scist@gmail.com> |
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date | Mon, 04 Sep 2017 15:06:38 -0700 |
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44
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
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changeset
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1 """ |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
2 gradient descent for neural networks |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
3 """ |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
4 |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
5 # Each loop: |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
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changeset
|
6 # - computes predictions |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
7 # - compute derivatives: dw, db |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
8 # update: w = w - alpha * dw; b = b - .... |
857a606783e1
[documentation] notes + stubs on gradient descent
Jeff Hammel <k0scist@gmail.com>
parents:
diff
changeset
|
9 |