sunilmallya

 
MXNet Artifacts
https://s3.amazonaws.com/deeplens-araitats/HeadPoseDemo/HeadPoseMXModel/model-0000.params
https://s3.amazonaws.com/deeplens-araitats/HeadPoseDemo/HeadPoseMXModel/model-symbol.json

Lambda
https://s3.amazonaws.com/deeplens-araitats/HeadPoseDemo/HeadPoseLambda/HeadPoseFeb1-9082a683-bc2f-4dfb-bff3-d14b5b271a13.zip
 

sunilmallya

Getting started with SageMaker
  https://docs.aws.amazon.com/sagemaker/latest/dg/gs.html


    * Lab 1: Image Classification:
        * Traffic Sign classification
            * https://github.com/aws-samples/aws-ml-vision-end2end/
    * Lab 2: Transfer Learning
        * https://s3.amazonaws.com/smallya-test/mxnet-finetune-nb/finetuning-mxnet.zip

sunilmallya

import base64
import cStringIO
import cv2
import numpy as np

from IPython.display import HTML
from PIL import Image


vis = False

sunilmallya

/*
 * Hello world NGINX template for the blog
 *
 * For nginx data types refer -
 * http://antoine.bonavita.free.fr/nginx_mod_dev_en.html
 * @author: sunil mallya
 *

*/

sunilmallya

<?xml version='1.0' encoding='UTF-8' ?>
<?charles serialisation-version='2.0' ?>
<rewriteSet-array>
  <rewriteSet>
    <active>true</active>
    <name>Rewrite</name>
    <hosts>
      <locationPatterns>
        <locationMatch>
          <location>

sunilmallya

'''
A useful DB Connection class with both sync & async redis clients 

It uses a threadpool to make the redis library asynchronous so as
to work with tornado seamlessly. There is also a retry wrapper built in
to retry in case of connection failures to redis server 

Tornado 4.0 required, for the rest of the requirements check the imports
'''

sunilmallya

import urllib
import urllib2

CLOSURE_URL = "http://closure-compiler.appspot.com/compile"

def compile_js(contents):
    data = { "compilation_level" : "SIMPLE_OPTIMIZATIONS",
                "output_format" : "text",
                "output_info" : "compiled_code",
                "js_code" : contents

sunilmallya

import math
import stemmer

def irange(sequence):
    return zip(range(len(sequence)), sequence)

class CosineScore(object):
    def __init__(self,all_docs):
        self.documents = all_docs #list all docs [doc1,doc2..]
        self.ndocs = len(all_docs)

sunilmallya

syntax on
filetype indent plugin on
setlocal tabstop=4
set tabstop=4 shiftwidth=4 expandtab
set showmatch " highlight matching braces
set comments=sl:/*,mb:\ *,elx:\ */ " intelligent comments
set nocompatible " dont support vi stuff
set autoindent
set smartindent
set textwidth=80

sunilmallya

#!/usr/bin/env python
'''
Mocking Httpclient and AsyncHttpclient in Tornado Server
'''

import unittest
import urllib
import tornado.gen
import tornado.ioloop
import tornado.web