Jonathon Belotti thundergolfer

Keybase proof

I hereby claim:

I am thundergolfer on github.
I am thundergolfer (https://keybase.io/thundergolfer) on keybase.
I have a public key ASD1RjXvPOp4x6lkAc5IZ8WhVl53xX2xLPlDKapEwJwNUQo

To claim this, I am signing this object:

Hey r/learnmachinelearning

I'm writing this short post in response to this infographic post, The 4 Stages of Machine Learning. I basically replied to it saying that it encapsulates reasonably well ML in a research context, but not so much the greater problem of production ML systems. People asked me to expand on that so here it is.

What's my experience with production ML? Pretty limited, but my very short time in it has been eye-opening. I started a year long data engineering internship with Zendesk's ML product team in November 2016. It's the team that posted Serving Tensorflow in Production at Zendesk recently. Our product is [Automatic Answers](https://www.zend

AGENTS

AGENTS - PERSONAL

amazon alexa
Cortana
Allo
Facebook
Siri
Replika

Binary Orders of Magnitude - A journey from the indivisible to the incomprehensible

2⁰ - 1 bit (b)

2¹ - 1 crumb

2² - 1 nibble,semioctet,halfbyte

2³ - 1 byte (B), octet

Easy Application

Have you ever tried to apply for a company only to discover they won't let you upload your resume? Instead you have to meticulously fill out pages of information (all of which could be found on your resume).

This is a list of companies with Australian offices that are easy to apply to. These companies use a job application system that allows a candidate to focus on their application rather spend energy fighting bad UX (e.g. Jobvite, Lever, Greenhouse are all good systems). If the company uses a system that requires the candidate to manually input every field from their resume (e.g. Taleo and Brassring) they are not allowed on this list.

##Google Interview Questions: Product Marketing Manager

Why do you want to join Google? -- Because I want to create tools for others to learn, for free. I didn't have a lot of money when growing up so I didn't get access to the same books, computers and resources that others had which caused money, I want to help ensure that others can learn on the same playing field regardless of their families wealth status or location.
What do you know about Google’s product and technology? -- A lot actually, I am a beta tester for numerous products, I use most of the Google tools such as: Search, Gmaill, Drive, Reader, Calendar, G+, YouTube, Web Master Tools, Keyword tools, Analytics etc.
If you are Product Manager for Google’s Adwords, how do you plan to market this?
What would you say during an AdWords or AdSense product seminar?
Who are Google’s competitors, and how does Google compete with them? -- Google competes on numerous fields: --- Search: Baidu, Bing, Duck Duck Go

	import praw
	import arrow
	import heapq

	reddit = praw.Reddit(client_id='51SqtrEzmCTnuA',
	client_secret='xehsxI2Sm81wHZpSa_PcmKcv5_k',
	user_agent='me-on-reddit')

	# for submission in reddit.subreddit('samharris').hot(limit=10):
	# if(len(submission.comments) < 10):

	import pandas as pd

	def union(a, b):
	return list(set(a) \| set(b))

	def get_freq(A):
	vals = {}
	for a in A:
	if a in vals:
	vals[a] += 1.0

	import tensorflow as tf

	""" NOTES:
	Currently this class has a "calculate" static method that is used to calculate cosine distances given two
	Tensorflow tensors. Calculating distances for multiple vector pairs is conceptually incompatible with this
	class.

	This class is an object that wraps the creation/calculation of one Cosine Distance measure. It was intended to
	be used in a situation like this.


	# coding: utf-8

	# In[35]:

	import argparse
	import html
	import json
	import requests
	from requests.utils import quote