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set nocompatible              " be iMproved, required
filetype off                  " required

" set the runtime path to include Vundle and initialize
set rtp+=~/.vim/bundle/Vundle.vim
call vundle#begin()
" alternatively, pass a path where Vundle should install plugins
"call vundle#begin('~/some/path/here')

" let Vundle manage Vundle, required

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# Author: Ygor Rebouças
# 


### The Training Loop
#
# 0) Imports
import tensorflow as tf
import numpy as np

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set shell=/bin/bash
if $TERM == "xterm"
    set t_Co=256               " 256 colors
endif
set nocompatible               " be iMproved
let mapleader=","              " change the leader to be a comma vs slash
filetype off                   " required!

set rtp+=~/.vim/bundle/vundle/
call vundle#rc()

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##VGG16 model for Keras

This is the Keras model of the 16-layer network used by the VGG team in the ILSVRC-2014 competition.

It has been obtained by directly converting the Caffe model provived by the authors.

Details about the network architecture can be found in the following arXiv paper:

Very Deep Convolutional Networks for Large-Scale Image Recognition

K. Simonyan, A. Zisserman

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'''This script goes along the blog post
"Building powerful image classification models using very little data"
from blog.keras.io.
It uses data that can be downloaded at:
https://www.kaggle.com/c/dogs-vs-cats/data
In our setup, we:
- created a data/ folder
- created train/ and validation/ subfolders inside data/
- created cats/ and dogs/ subfolders inside train/ and validation/
- put the cat pictures index 0-999 in data/train/cats

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ffmpeg

Converting Audio into Different Formats / Sample Rates

Minimal example: transcode from MP3 to WMA:
ffmpeg -i input.mp3 output.wma

You can get the list of supported formats with:
ffmpeg -formats

Convert WAV to MP3, mix down to mono (use 1 audio channel), set bit rate to 64 kbps and sample rate to 22050 Hz:

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import logging
import platform
import sys
import threading

import aiy.assistant.auth_helpers
from aiy.assistant.library import Assistant
import aiy.voicehat
from google.assistant.library.event import EventType

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# Copyright 2015 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,

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RewriteCond %{HTTP_USER_AGENT} wget [NC]
RewriteRule .* - [F]

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RewriteCond %{HTTP_HOST} .
RewriteCond %{HTTP_HOST} www.placeburg.com [NC]
RewriteRule (.*) http://placeburg.com/$1 [R=301,L]

RewriteCond %{THE_REQUEST} ^[A-Z]{3,9}\ /([^/]+/)*index\.(htm(l)?|php)\ HTTP/
RewriteRule ^(([^/]+/)*)index\.(htm(l)?|php)$ http://placeburg\.com/$1 [R=301,L]