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''' | |
Using Bottleneck Features for Multi-Class Classification in Keras | |
We use this technique to build powerful (high accuracy without overfitting) Image Classification systems with small | |
amount of training data. | |
The full tutorial to get this code working can be found at the "Codes of Interest" Blog at the following link, | |
https://www.codesofinterest.com/2017/08/bottleneck-features-multi-class-classification-keras.html | |
Please go through the tutorial before attempting to run this code, as it explains how to setup your training data. |
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# first install pygmentize to the mac OS X or macOS system with the built-in python | |
sudo easy_install Pygments | |
# then add alias to your ~/.bash_profile or ~/.bashrc or ~/.zshrc etc. | |
alias pcat='pygmentize -f terminal256 -O style=native -g' |
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""" | |
Create train, valid, test iterators for CIFAR-10 [1]. | |
Easily extended to MNIST, CIFAR-100 and Imagenet. | |
[1]: https://discuss.pytorch.org/t/feedback-on-pytorch-for-kaggle-competitions/2252/4 | |
""" | |
import torch | |
import numpy as np |
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from graphviz import Digraph | |
import torch | |
from torch.autograd import Variable, Function | |
def iter_graph(root, callback): | |
queue = [root] | |
seen = set() | |
while queue: | |
fn = queue.pop() | |
if fn in seen: |
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from __future__ import print_function | |
import requests | |
import json | |
import cv2 | |
addr = 'http://localhost:5000' | |
test_url = addr + '/api/test' | |
# prepare headers for http request | |
content_type = 'image/jpeg' |
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#!/bin/sh | |
# See video https://www.youtube.com/watch?v=7PO27i2lEOs | |
set -e | |
command_exists () { | |
type "$1" &> /dev/null ; | |
} |
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FROM php:7.1.2-apache | |
RUN docker-php-ext-install mysqli |
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# after appcleaner does his magic, do this | |
sudo rm -rf "/Library/Application Support/Paragon Software/" | |
sudo rm /Library/LaunchDaemons/com.paragon-software.installer.plist | |
sudo rm /Library/LaunchDaemons/com.paragon-software.ntfs.loader.plist | |
sudo rm /Library/LaunchDaemons/com.paragon-software.ntfsd.plist | |
sudo rm /Library/LaunchAgents/com.paragon-software.ntfs.notification-agent.plist | |
sudo rm -rf /Library/Filesystems/ufsd_NTFS.fs/ | |
sudo rm -rf /Library/PrivilegedHelperTools/com.paragon-software.installer | |
sudo rm -rf /Library/Extensions/ufsd_NTFS.kext/ |
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import org.junit.Test; | |
import java.util.HashMap; | |
import java.util.Map; | |
public class MapInSideMap { | |
@Test | |
public void testMap() { | |
Map<String, String> map = new HashMap<>(); |
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# View registry settings | |
Get-ItemProperty HKLM:\SYSTEM\CurrentControlSet\Enum\HID\*\*\Device` Parameters FlipFlopWheel -EA 0 | |
# Change registry settings | |
# Reverse mouse wheel scroll FlipFlopWheel = 1 | |
# Normal mouse wheel scroll FlipFlopWheel = 0 | |
Get-ItemProperty HKLM:\SYSTEM\CurrentControlSet\Enum\HID\*\*\Device` Parameters FlipFlopWheel -EA 0 | ForEach-Object { Set-ItemProperty $_.PSPath FlipFlopWheel 1 } | |
# Restore default scroll direction | |
# Get-ItemProperty HKLM:\SYSTEM\CurrentControlSet\Enum\HID\*\*\Device` Parameters FlipFlopWheel -EA 1 | ForEach-Object { Set-ItemProperty $_.PSPath FlipFlopWheel 0 } |