jaidevd

```
for each epochs:
  * divide the training data into minibatches
  for each minibatch:
    * backpropagate and update weights
```

jaidevd

#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8
#
# JSM product code
#
# (C) Copyright 2018 Juxt SmartMandate Pvt Ltd
# All right reserved.
#
# This file is confidential and NOT open source.  Do not distribute.

jaidevd

#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8
from __future__ import print_function

for i in range(1, 10):
    print(i)
    if i % 2 == 0:
        exit

jaidevd

#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8

"""
Training Word embeddings on the MTsamples dataset.
"""

from keras.models import Model
from keras.layers import Dense, Embedding, Input, Reshape, Dot

jaidevd

Things that the regular code of conduct missed out

1. Thou shalt not slam the door when thou leaveth the auditorium.
2. Thou shalt take care not to kick the seat in front of you in the auditorium.
3. Thou shalt make sure that thy phone is silenced.
4. Thou shalt not jump the queue for lunch or tea.
5. Thou shalt speak only in whispers if a session is in progress.

jaidevd

jaidevd

" Powerline stuff
set rtp+=/Users/jaidevd/src/powerline/powerline/bindings/vim
set laststatus=2

execute pathogen#infect()

" Python stuff

syntax enable
filetype on

jaidevd

jaidevd

from traits.api import HasTraits, Property, Dict, cached_property, Any, Str, Int


class MyTraits(HasTraits):

    a = Any

    b = Property(Dict(key_trait=Str, value_trait=Int), depends_on=['a'])

    @cached_property

jaidevd

#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8
#
# Copyright © 2015 jaidev <jaidev@newton>
#
# Distributed under terms of the MIT license.

from sklearn.metrics.pairwise import check_pairwise_arrays
from sklearn.preprocessing import normalize