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By Troy Pousardien<br />

January/February 2017<br />

36<br />

Google Reveals Their Secret to High-Performance Machine Learning<br />

Google has made quite a few advancements<br />

(1) in the field of machine<br />

learning, with one of it’s more recent endeavors<br />

being capable of be<strong>at</strong>ing a professional<br />

human player <strong>at</strong> Go, (2) a game notorious for being very difficult<br />

to build computer opponents for. They accomplished<br />

this by using wh<strong>at</strong>’s called “neural networks,” a computer<br />

model th<strong>at</strong> allows machines to dynamically form associ<strong>at</strong>ions<br />

between arbitrary concepts in a way similar to our<br />

own brains. This allowed the machine to determine moves<br />

more like a human would, and was wh<strong>at</strong> allowed it to be<strong>at</strong><br />

its human opponent.<br />

Th<strong>at</strong> kind of machine learning requires a lot of processing<br />

power, and is wh<strong>at</strong> led Google to develop wh<strong>at</strong> it’s<br />

calling its “Tensor Processing Unit.” Much like how a video<br />

card is optimized for graphics processing, and a sound card<br />

is optimized for audio processing, this “TPU” is optimized<br />

for machine learning applic<strong>at</strong>ions, and reportedly outperforms<br />

any other commercially available hardware in<br />

th<strong>at</strong> regard.<br />

It is interesting to specul<strong>at</strong>e wh<strong>at</strong> Google now plans<br />

to use these for. They have said th<strong>at</strong> they already use these<br />

TPUs to improve their search engine’s results, as well as “the<br />

accuracy and quality of our maps and navig<strong>at</strong>ion” in Google<br />

Street View, but many of the announcements in their recent<br />

Google I/O conference seems to reveal quite a few more applic<strong>at</strong>ions<br />

(3) th<strong>at</strong> would be relying on this new technology.<br />

As unique and interesting as many of these applic<strong>at</strong>ions<br />

may seem, however, their d<strong>at</strong>a-mining potential is also<br />

somewh<strong>at</strong> worrying, and something worth considering<br />

before you put an always-listening microphone connected<br />

directly to Google into your own home. (4)<br />

Quick Tip: How to See Which Files Are Taking Up So Much Space On My Hard Drive<br />

I had a caller ask me this week why her hard drive is<br />

so full. I was able to remote in and find out exactly wh<strong>at</strong> the<br />

problem was. Her son had downloaded some large video<br />

and game files and had drastically reduced her hard drive<br />

space. How would she have known where these large files<br />

were loc<strong>at</strong>ed? I’ll show you how.<br />

There are two easy methods you can use to get a visual<br />

indic<strong>at</strong>or of where these large files are. Windows 10<br />

now fe<strong>at</strong>ures a new Disk Storage applic<strong>at</strong>ion which will<br />

show you. For those who don’t have Windows 10, you can<br />

use Spacemonger to easily scan and find large files. In fact,<br />

Spacemonger has a better graphical represent<strong>at</strong>ion of<br />

where these files are.<br />

For Windows 10, simply go to Start/System/Storage,<br />

and double-click your hard drive (typically the C: drive).<br />

From there, you’ll be able to double-click each section to<br />

open the files and manually<br />

delete them.<br />

The other method of<br />

graphically loc<strong>at</strong>ing large files<br />

is with Spacemonger (link to<br />

an older, portable version of<br />

Spacemonger), which will<br />

work on Windows XP, Vista,<br />

7, 8, and 10. Spacemonger is<br />

an .exe file th<strong>at</strong> does not have<br />

to be installed, but r<strong>at</strong>her<br />

will run from any loc<strong>at</strong>ion,<br />

which makes it nice since it<br />

can even run portably from a<br />

USB drive. Once opened, you<br />

select which drive you want<br />

to scan and it will graphically show you all your files and<br />

free space on th<strong>at</strong> drive. From there, you’ll be able to quickly<br />

open files or folders and delete them as needed.<br />

Another good altern<strong>at</strong>ive to Spacemonger is the newer<br />

WinDirSt<strong>at</strong>, which works in a similar way (albeit with an<br />

arguably clunkier UI).<br />

W<strong>at</strong>ch my short video to see more! (5) MM<br />

Referred Links<br />

(1) http://go.greendragonpc.com/1eq<br />

(2) http://go.greendragonpc.com/1er<br />

(3) http://go.greendragonpc.com/1es<br />

(4) http://go.greendragonpc.com/1et<br />

(5) http://go.greendragonpc.com/1eu<br />

T<br />

roy Pousardien owns and oper<strong>at</strong>es<br />

Green Dragon Technology in<br />

NLR. Working on computers since 1990 and<br />

holding a B.S. in Inform<strong>at</strong>ion Technology, Troy<br />

is ready to take on your computer challenges.<br />

Got a tech question, email Troy <strong>at</strong> techtips@<br />

greendragonpc.com.<br />

Valerie had let herself go. Where she<br />

had gone was a place of monotony<br />

and longing. As she s<strong>at</strong> <strong>at</strong> her computer,<br />

curser blinking for the next keystroke,<br />

she thought back to her high school days. Val,<br />

the Valedictorian, everyone used to say. She<br />

had been voted “Most Likely to Succeed” by<br />

her class. Looking <strong>at</strong> her life she had accomplished<br />

plenty; a rewarding career in adolescent<br />

psychology, a rel<strong>at</strong>ively happy family, and<br />

a design magazine fe<strong>at</strong>ured home. Valerie’s<br />

life lacked for nothing. Alas, Val s<strong>at</strong> <strong>at</strong> her desk<br />

racking her brain for optimistic things to say in<br />

the class reunion speech she had been asked<br />

to give.<br />

A Heart Full of Empty<br />

By Michae Orfanos<br />

Thirty years had passed since the bright<br />

shining teen gradu<strong>at</strong>ed so full of herself, ready<br />

to take on the world. The thing is, the world<br />

has a way of eroding the vast colorful horizon<br />

<strong>at</strong> the beginning of our lives. At this point in<br />

her life, Valerie found herself locked in a windowless<br />

world of beige. She wouldn’t describe<br />

herself as unhappy as much as completely bereft<br />

of joy. A general numbness had set in th<strong>at</strong><br />

blanketed Val’s heart. Years passed by without<br />

distinction. Each holiday was similar to<br />

the last; family, food… check, and check. The<br />

same withheld grievances no one talked about<br />

s<strong>at</strong> <strong>at</strong> the table like a regular dinner guest. It<br />

wasn’t like Valerie didn’t want to enjoy the<br />

holidays, but her heart just wasn’t in it. Once<br />

as she decked the Christmas tree a bubble of<br />

emotion punctu<strong>at</strong>ed with tears took her by<br />

surprise. “I don’t want to be here”, she said out<br />

loud choked by the words. The thought of going<br />

through the motions of buying gifts, cooking<br />

a meal, avoiding controversies, and pretending<br />

to be content was unbearable. It hit<br />

her like a sudden gust of wind, and just as instantly<br />

the feeling subsided. Looking around<br />

to make sure no one overheard her outburst,<br />

Val quickly wiped her eyes and continued<br />

placing ornaments. She owed it to her family<br />

to construct the appearance of Christmas<br />

cheer, but inside she longed to hit the road.<br />

Destin<strong>at</strong>ion unknown.<br />

Val had been born with a restless spirit<br />

th<strong>at</strong> kept her moving in her single years.<br />

Some had questioned her s<strong>at</strong>isfaction with<br />

life then, but for Val moving somewhere new<br />

was a way of getting to know herself. She<br />

learned about her likes and dislikes by the<br />

context of a new loc<strong>at</strong>ion. Some places she<br />

liked more than others, and some she didn’t<br />

fit in <strong>at</strong> all. As it turned out, Valerie settled in<br />

a place th<strong>at</strong> wasn’t as hospitable as she would<br />

like, but the roots she laid were deep and<br />

fixed. She had cultiv<strong>at</strong>ed a strong reput<strong>at</strong>ion<br />

as a valued children’s therapist. Her children<br />

were growing towards their own futures with<br />

hopeful eyes wide open. Her rel<strong>at</strong>ionships<br />

were sturdy. Everything she cre<strong>at</strong>ed was<br />

successful, and had become a heavy anchor<br />

keeping her in place. She loved and was<br />

loved in return, but inside her heart, love had<br />

begun to feel like a buoy flo<strong>at</strong>ing in a pool of<br />

oblig<strong>at</strong>ions.<br />

Valerie sipped her tea as she s<strong>at</strong> staring<br />

<strong>at</strong> her computer, hoping for inspir<strong>at</strong>ion<br />

to take over. She, so far, couldn’t come up<br />

with anything to say th<strong>at</strong> didn’t sound corny<br />

or stale. Had Val the<br />

Valedictorian become<br />

th<strong>at</strong> mundane? She<br />

decided to channel<br />

the spirit of a long list<br />

of interesting writers<br />

and moved from tea<br />

to bourbon. Settling<br />

back into her desk she began to type any<br />

words th<strong>at</strong> popped into her head. “Lifetime,<br />

soften, kind, bold, give, more”. The last two<br />

words came into sharp focus. Give more; it<br />

seemed to counter how she felt, which was<br />

hollow. Val didn’t feel like she had much inside<br />

to give, but if she was around the back<br />

turn of life there wasn’t th<strong>at</strong> much time left to<br />

shine. Valerie began to sit up straighter in her<br />

chair and type with a vengeance.<br />

“Here we are together to celebr<strong>at</strong>e all the<br />

accomplishments we have achieved since high<br />

school, she began. Some of us are departed,<br />

and the rest of us are here, grayer and wiser than<br />

we once were. We have all made contributions<br />

to our families, our jobs, our friends, and maybe<br />

feel like we are <strong>at</strong> a stopping point. Someone<br />

once told me th<strong>at</strong> as long as you are still learning<br />

you will grow as a person. I think th<strong>at</strong>’s true,<br />

and I would like to add th<strong>at</strong> as long as you give<br />

you will also grow. At this point in our lives, it’s<br />

time to look for more. This isn’t time to rest on<br />

our laurels. It is time for more. Do more. Give<br />

more. Love more. Be more.”<br />

Valerie smiled knowingly <strong>at</strong> the computer<br />

screen. This challenge was her own call<br />

to action. She decided it was time for finding<br />

where her joy lie. Unsure where to begin,<br />

Val considered being more for herself a good<br />

place to start.<br />

The end. MM<br />

ichae Orfanos lives in Maumelle<br />

M with her family and three dogs.<br />

She has settled here after living in New York and<br />

Los Angeles, and working in the entertainment<br />

industry. After growing up in Arkansas and then<br />

living in the big city, Maumelle is a perfect place to<br />

raise her family and write stories.<br />

www.MauMag.com<br />

37

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