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abearman / resnet50.py
Last active June 21, 2020 16:45
Showing that a simple ResNet50 Keras network run on CIFAR10 does not have reproducible validation loss with learning rate = 0
import keras
import numpy as np
from keras.datasets import cifar10
from keras.applications.resnet50 import ResNet50
from keras.layers import GlobalAveragePooling2D, Dense
from keras.preprocessing.image import ImageDataGenerator
from keras.models import Model
from skimage.transform import resize
from IPython import embed
@abearman
abearman / ssd-keras_README.md
Created March 15, 2018 23:25
@abearman
abearman / README-candidate.md
Last active March 9, 2018 17:44

Places or Faces?

To view this file in your browser, visit this link.

Problem definition

You are provided a set of images. These images may belong to either of these classes:

  1. Portraits or faces of people. The object in focus is a person or several people.

  2. Images of landscapes, mountains, city skylines, buildings, monuments, etc.

@abearman
abearman / index.css
Last active December 11, 2015 22:29
Landing Page Final
/*!
* Bootstrap v2.2.2
*
* Copyright 2012 Twitter, Inc
* Licensed under the Apache License v2.0
* http://www.apache.org/licenses/LICENSE-2.0
*
* Designed and built with all the love in the world @twitter by @mdo and @fat.
*/article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none}html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}a:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}a:hover,a:active{outline:0}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-0.5em}sub{bottom:-0.25em}img{width:auto\9;height:auto;max-width:100%;vertical-align:middle;border:0;-ms-interpolation-mode:bicubic}#map_canvas img,.google-maps img{max-width:none}button,input,select,textarea{margin:0;font-size:100%;vertical-align:middle}button,input{*overflow:visible;line-height:normal}button::-moz-focu
@abearman
abearman / index.css
Last active December 11, 2015 22:28
Landing Page
/*!
* Bootstrap v2.2.2
*
* Copyright 2012 Twitter, Inc
* Licensed under the Apache License v2.0
* http://www.apache.org/licenses/LICENSE-2.0
*
* Designed and built with all the love in the world @twitter by @mdo and @fat.
*/
article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none}html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}a:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}a:hover,a:active{outline:0}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-0.5em}sub{bottom:-0.25em}img{width:auto\9;height:auto;max-width:100%;vertical-align:middle;border:0;-ms-interpolation-mode:bicubic}#map_canvas img,.google-maps img{max-width:none}button,input,select,textarea{margin:0;font-size:100%;vertical-align:middle}button,input{*overflow:visible;line-height:normal}button::-moz-fo
@abearman
abearman / index.html
Created January 23, 2013 05:53
<!DOCTYPE html>
<html>
<head>
<title>My Bootstrap Page</title>
<link rel="stylesheet" type="text/css" href="bootstrap/css/bootstrap.min.css" />
<link rel="stylesheet" type="text/css" href="Bootstrap.css" />
</head>
<body class="container-fluid">