// jQuery
$(document).ready(function() {
// code
})
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pipenv install jupyter # install jupyter notebook | |
(venv)$ jupyter notebook # run jupyter notebook server | |
# EXTENSIONS | |
# Reveal.js - Jupyter/IPython Slideshow Extension (https://rise.readthedocs.io/en/maint-5.5/) | |
pipenv install RISE | |
# Hide code | |
pipenv install hide_code |
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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, |
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from keras.models import Sequential | |
from keras.layers import Dense | |
from keras.utils.io_utils import HDF5Matrix | |
import numpy as np | |
def create_dataset(): | |
import h5py | |
X = np.random.randn(200,10).astype('float32') | |
y = np.random.randint(0, 2, size=(200,1)) | |
f = h5py.File('test.h5', 'w') |
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# Backup | |
docker exec CONTAINER /usr/bin/mysqldump -u root --password=root DATABASE > backup.sql | |
# Restore | |
cat backup.sql | docker exec -i CONTAINER /usr/bin/mysql -u root --password=root DATABASE | |
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# Copyright Mathieu Blondel December 2011 | |
# License: BSD 3 clause | |
import numpy as np | |
import pylab as pl | |
from sklearn.base import BaseEstimator | |
from sklearn.utils import check_random_state | |
from sklearn.cluster import MiniBatchKMeans | |
from sklearn.cluster import KMeans as KMeansGood |