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@jhwilson
jhwilson / jhwhw.cls
Created October 11, 2011 16:25
JHW document class for Homework assignments
%=====================================================================
% jhwhw.cls
% Provide jhwhw.cls class
%=====================================================================
%=====================================================================
% Identification
%=====================================================================
\NeedsTeXFormat{LaTeX2e}
\ProvidesClass{jhwhw}[2009/02/11 Justin Wilson's Homework Class]
@jeremyjordan
jeremyjordan / lr_finder.py
Last active March 3, 2022 08:46
Keras Callback for finding the optimal range of learning rates
import matplotlib.pyplot as plt
import keras.backend as K
from keras.callbacks import Callback
class LRFinder(Callback):
'''
A simple callback for finding the optimal learning rate range for your model + dataset.
@jeremyjordan
jeremyjordan / sgdr.py
Last active December 4, 2023 13:41
Keras Callback for implementing Stochastic Gradient Descent with Restarts
from keras.callbacks import Callback
import keras.backend as K
import numpy as np
class SGDRScheduler(Callback):
'''Cosine annealing learning rate scheduler with periodic restarts.
# Usage
```python
schedule = SGDRScheduler(min_lr=1e-5,