My interest in artificial intelligence has driven me to learn more
about computers. In 2019 it influenced me to build my own computer. I learned
as much as I could for several months, got a few certifications in the
process, and then dove right into a build. It was much easier than I thought, very
fun, and very rewarding. Building a computer is a joy and this blog post
recounts how you can do it yourself. The post is divided into four different sections:
1) the computer that I built, and how I built it,
2) the software I installed on it to help me learn more about AI, 3) the
software I installed for recreation and productivity, and 4) the learning path
that I took to prepare me to build it, that you can take too. If you would like
to build your own computer, and are interested in tinkering with machine learning,
neural networks, or AI, then I hope this short guide helps.
Building Your Own Computer
I strongly suggest watching a computer build before you purchase
your parts. Put the words “how to build a PC” into youtube and plan to spend an
hour watching a youtuber put a computer together. This was the video I watched
first that got me inspired: https://youtu.be/IhX0fOUYd8Q You will learn a lot,
and be really glad that you did it. You might want to take notes. After you do
this you will be ready to tinker meaningfully with a used computer. I advise
you disassemble a used computer first because it is good, cheap preparation. Below is a map to some of the basic components on the motherboard that you are going to come across.
Before I built the computer that I am using now, I bought two cheap,
used computers from a dingy computer store in a bad part of town. The guy was selling
old Dells and HPs with pirated copies of Windows 10. He was selling them for
around $25-100, but you should be able to find something cheaper. The first
computer that I bought from him I simply dismantled completely. I took every
nut and screw out of it, and took everything that came apart, apart without actually
breaking anything. This was a fantastic learning experience and I strongly
recommend it.
The second used computer I bought I took apart with some friends
and their kids. Again, it was fun and it felt empowering to explain to them
what the electronic components were and how they worked together. I took notes
about what screws go where, and I took before and after pictures because I
wanted to be able to put it back together.
I didn’t; however, put these components back in the original Dell
case. Instead I used different parts from both computers and assembled them into
a new computer case. I got this new case from Fry’s Electronics. It was an
attractive white box, with a clear viewing window and fans. I picked it up for
$40 on sale. It took some trial and error, but once everything was plugged in correctly it booted up fine. I still use this computer today and I have
connected it via an ethernet cable to the new build (that I am going to describe
next) so that I can have both computers running and communicating in tandem.
Next it was time to buy all new parts and create my own build from
scratch. It takes a lot of research to determine if all of the parts you want
are interoperable. Many parts that you find on Amazon, or Newegg don’t play
nicely together, but lucky for us there is www.pcpartpicker.com.
This helps to double check your parts list and make sure that all of the components
you think look cool, and have the specs you are willing to pay for, are going
to work together flawlessly. Once you ensure this you can go to your local
computer store, or go to Amazon, and buy the items you need. These are the
items that you are going to need.
Parts You Will Need To Buy
·
Central processing unit (CPU) with heatsink
and fan
·
Motherboard
·
Hard Drive (HDD or SSD)
·
RAM
·
Case
·
Fans
·
Video card
·
Power Supply Unit (PSU)
·
Network Interface Card (NIC)
·
Optical Drive, Bluray or DVD (optional)
·
Keyboard
·
Mouse
·
A copy of Windows
·
Antivirus software
·
Productivity Software
·
HDMI cord
·
KVM, TPM, colored cables, colored power cord (all optional)
I recommend choosing your CPU first. The CPU really is the brain of your computer and you are going to want to carefully select the processing speed, cache memory, and performance that meets your budget. You will likely choose an AMD or Intel processor. I chose the AMD 2700x (because I liked the flashy colored fan). After you choose a CPU you then select a compatible motherboard. You carefully seat the CPU into the motherboard, apply a little thermal paste to the lid, slam on the included heatsink and fan, and then place the whole thing into your case. Then you tighten all the screws to firmly connect the two. Next you snap your RAM sticks you into the motherboard. You must then connect the powersupply to the case, the videocard to the motherboard, and the hard drive to the motherboard. All of this is depicted in my rough, hand drawn figure below. If you make all of these connections as shown in the drawing, its probably going to turn on.
After putting all of the parts together, you plug it in, press the
power button, and hope that the lights come on, and the fans and the hard drive
start spinning. If they do then you connect it to a monitor and see if the
motherboard’s BIOS will start. If it does then you can introduce the computer
to an operating system like Windows or Linux saved on a DVD, or a USB thumb
drive. You follow the directions, and install the OS. Then you can start thinking
about the next two sections of this blog: installing AI software, and
installing software for entertainment, productivity, and ease of use.
If you want to run neural networks, or another form of robust machine learning algorithm on your computer you want high quality components. CPU cache, RAM, and the GPU are the most important aspects. You might even want to invest in a new m.2 SSD. However, if you are just learning AI you can play around with most AI software using even very basic, low-budget computers. If, on the other hand, you are very serious about running computationally expensive models you will probably eventually want to run them remotely on a Cloud provider platform (like Amazon or Google).
Software You Can Use to Tinker with Artificial Intelligence
Lucky for us, most of the important AI related software is free.
This is a quick guide to some of the applications that you might be interested
in.
Anaconda: If you are really serious about running state-of-of-the-art neural networks then you need to install the bleeding edge packages. Having Anaconda will allow you to easily install programs like Keras, Tensorflow, and Numpy to name a few. You will need some sort of guide for doing this and I recommend two books for beginners, Deep Learning for Dummies, and Machine Learning for Dummies, both written by John Paul Mueller and Luca Massaron. These books will guide you to set your computer up to run full fledged machine learning software and they also contain all of the code that you will need. This may be too big of step for some beginners so the following recommendations in this list are more remedial.
Neuronify: I recommend an app called Neuronify that you can find
on the Windows store. The software creates a simple workspace where you can build neurons, connect
them, and watch them fire at, and respond to each other. Playing with the options,
and completing the tutorials helps to build important intuitions about how
neural networks work. You can visit the website here: https://ovilab.net/neuronify/
Before
you get bored of it, definitely download some of the highest rated workspaces
by other users and you will be treated to some complex and fascinating models.
Tensor Flow Playground: You can play with a neural network
straight from the internet without having to download any software. To do this
use Google’s excellent tutorial here: https://playground.tensorflow.org/
First watch a youtube video explaining how to
use this resource and then play with it as much as you can to develop first
hand knowledge about how machines can use neural networks to learn, and how
fundamental AI algorithms work. It is all about little entities that talk to
each other, collectively produce an output, and then learn from their mistakes.
Nengo: A favorite researcher of mine named Chris Eliasmith has
created a spiking neural network simulation application called Nengo. This is an
excellent “brain making package” that lets you build, test, and deploy your own
neural networks using Python. The tutorials are excellent, and make you feel
like you have a foot in the door with artificial intelligence. Find out more at:
https://www.nengo.ai/ You have
to download Python before you can run it. Which brings us to Python…
Python: If you are serious about machine learning, neural
networks, or other popular forms of AI or data science software, I strongly recommend
learning Python.The newest version of Python can be downloaded for free from
the official website. Python is one of the hottest programming languages, and
one of the easiest to learn. It is fantastic for automating things, and is
necessary for anyone who wants a future in AI, especially neural network
engineers. The download link is here https://www.python.org/downloads/
There are many software packages that you can use along with Python to start building world-class AI projects. These include Tensor Flow, Keras, Pandas, SciKit Learn, and many more. You will probably want to look into these for yourself.
There are many software packages that you can use along with Python to start building world-class AI projects. These include Tensor Flow, Keras, Pandas, SciKit Learn, and many more. You will probably want to look into these for yourself.
PyCharm: Is a great developer’s environment for Python. It makes
writing and keeping track of your Python code much easier, and it looks spiffy.
GitHub: You can host all of the code that you will be writing on
GitHub so other people can access it. I have posted a few beginner’s tutorial Python
scripts on GitHub, and you can see them here: https://gist.github.com/jaredreser
Octave: Is a free version of Matlab, one of the most powerful
mathematics software packages available. Anything you save in Octave can be run
in Matlab and vice versa. Again, there are many helpful online tutorials for Octave
that can help you learn it in no time. https://www.gnu.org/software/octave/download.html
MySQL: If you are interested in data science or database
management you can download a number of free versions of “Structured Query
Language” database management software.
R Studio: Free top of the line statistical software, with many free
tutorials online. https://rstudio.com/products/rstudio/download/
Arduino: I strongly recommend ordering an Arduino starters kit. They
will send you a number of electronics parts, sensors, and motors. You use them
to build you own microcomputer, perform a number of experiments, and build your
own gadgets and robots. You upload the code from your computer to the Arduino
microcontroller and get your Arduino to do all sorts of interesting things. The
best part is that you can see all of the code, and can rewrite or alter the
code if you wish. I ordered an Arduino and an Elegoo (cheaper, and Arduino
compatible) kit on Amazon, and completed all of the lessons. I got my friends
involved, I built a ton of things I never thought I would, it was a blast. Check
it out here: https://www.arduino.cc/
You might want to download a cheap copy of Go. It is a complex checkers-like
board game that has many times more moves than chess. It is not easy to become
a grandmaster, but it is very easy to start playing against a friend or the
computer (on easy). Playing the game of Go a few times against a computer will
really help to give you an understanding of how Google’s AI “Alpha Go” defeated
the best Go players in the world.
Linux: Did you know that you can download distributions of Linux
from the Windows Store and run them straight from Windows? This is an excellent
way to become familiar with command line programming and to familiarize yourself
with Linux, the world’s most popular, open source operating system.
Now I am learning everything I can about AI on Coursera. Try
Andrew Ng’s “AI for Everyone” then try out his “Machine Learning” course. They are
free, although if you want a printable certification you have to pay a little.
Now I am working on IBM’s Data Science, and AI specialist courses on Coursera.
They are great! https://www.coursera.org/
Software You Will Want to Have Your New Computer Running
Smoothly
You should download the software intended for your CPU and GPU.
That way you can keep track of temperature, overclocking, and you can come to
understand more about their inner workings. For me this was “AMD Ryzen Master”
software for my CPU, and “GeForce Experience” for my GPU.
Chrome and/or Firefox should be downloaded for an excellent, free
internet browser.
Docs, Sheets, and Slides: If you don’t feel like paying Microsoft
for Word, Excel, and Powerpoint, then you can simply download Google Docs,
Google Sheets, Google Slides, and Google Forms for free. This is a web-based
office suite offered by Google and integrated with Google Drive. It allows
users to create and edit documents, spreadsheets, and presentations online.
You should download Adobe Reader from the Adobe website so that you
can read and manipulate PDFs. https://get.adobe.com/reader/
I recommend CPU-Z, which is a simple but interesting application that
allows you to find out all of the specs for your CPU, and watch the performance
metrics change in real time.
You will probably want to
download something like Steam so that you can stream and play computer games.
You should download DVD playing software to read discs from your
optical drive if you have one.
Retroarch: This is free software that you can use to play emulations
of old videogames. https://www.retroarch.com/
FL Studio: For around $100 you can download a state of the art
music producing software package that is really fun to work with. Watch a 15
minute tutorial video and you’ll be creating your own beats in a matter of seconds.
You might want to download the free version of Virtual DJ while you are at it.
How to Prepare For Building a Computer and Get Certified in the
Process
I knew that before I built myself a new computer, that I wanted to
be more informed about computer science in general. I figured that I should get
A+ certified through CompTIA. The A+ certification is a basically a computer
repair technician’s license and takes about 100-200 hours of studying to
prepare for. To prepare you for this you can take the ITF+ which is a great
introduction to the concepts and takes merely 20-40 hours of study. The
information that you gain is very empowering and will teach you, not only how
to build a computer but how to take care of it, troubleshoot it, customize it,
and set up your own home network. You will know learn how to connect every
computer in your house, the best ways to backup your data, and how to fix your
friend’s computers too. If you are interested in AI but do not already have a
computer science degree, then a firm understanding of computer hardware and OS
usage is very helpful.
In studying for the A+ computer repair technician certification I also
acquired the “information technology fundamentals” cert, the ITF+ and the
Project + (project management) cert as well. It was fun preparing for these
exams and I used youtube.com and classic study guides by Mike Meyers and
Quentin Doctor. I strongly recommend taking the PBS computer science Crash
Course on youtube: https://www.youtube.com/playlist?list=PL8dPuuaLjXtNlUrzyH5r6jN9ulIgZBpdo
After finishing the eight hours you will feel like you earned a BA in CS. My
other favorite youtube prep guide for the A+ was PowerCert, which was very helpful.
https://youtu.be/2eLe7uz-7CM I watched tech videos from youtube every
night before bed and I was introduced to countless fascinating new ideas and
concepts.
Here is the playlist for some of my favorite AI youtube videos:
And here is the playlist for some of my favorite computer science
videos:
I also used several different apps on my phone to learn about
coding and computer science, such as Mimo, Codeacademy, Grasshopper, Sololearn,
Py, and Code Playground. These all have free content and were very informative.
Start by downloading the trial version of Mimo, and see what you think.
Finally I want to leave you with a table that shows some of the computers that I have owned over the years. You can see how the specs have advanced due to accelerating returns in the technology sector. I find the exponential progress in computing to be fascinating and exciting. We are in the information age. Get caught up in it, you may be glad you did.
Computer
|
CPU Speed
(Hz) |
RAM Memory
(Bytes)
|
Hard Drive Storage
(Bytes)
|
|
1986
|
Apple II GS
|
2,800,000
|
256,000
|
20,000,000
|
2004
|
Dell Desktop
|
3,200,000,000
|
3,500,000,000
|
80,000,000,000
|
2006
|
Sony Desktop
|
2,800,000,000
|
2,000,000,000
|
150,000,000,000
|
2009
|
HP Desktop
|
3,200,000,000
|
8,000,000,000
|
400,000,000,000
|
2009
|
HP HDX Laptop
|
2,130,000,000
|
8,000,000,000
|
500,000,000,000
|
2013
|
Dell Laptop
|
2,000,000,000
|
8,000,000,000
|
200,000,000,000
|
2014
|
Sony Laptop
|
1,800,000,000
|
8,000,000,000
|
900,000,000,000
|
2014
|
Dell XPS Desktop
|
3,600,000,000
|
16,000,000,000
|
1,000,000,000,000
|
2015
|
Apple MacBook
|
1,100,000,000
|
8,000,000,000
|
128,000,000,000
|
2020
|
Home Made PC
|
4,300,000,000
|
32,000,000,000
|
2.000.000.000.000
|
If you found this
interesting, please visit aithought.com. The site delves into my model of
working memory and its application to AI, illustrating how human thought
patterns can be emulated to achieve machine consciousness and
superintelligence. Featuring over 50 detailed figures, the article provides a
visually engaging exploration of how bridging the gap between psychology and
neuroscience can unlock the future of intelligent machines.
It has fully emerged to crown Singapore's southern shores and undoubtedly placed her on the global map of residential landmarks. I still scored the more points than I ever have in a season for GS. I think you would be hard pressed to find somebody with the same consistency I have had over the years so I am happy with that. Cable Universe
ReplyDeleteJust pure brilliance from you here. I have never expected something less than this from you and you have not disappointed me at all. I suppose you will keep the quality work going on. computer store
ReplyDeletebest bitcoin wallets for your mobile phone
ReplyDeleteuseful business applications of blockchain technology
where to buy bitcoin mining devices
best bitcoin wallets for your mobile phone
useful business applications of blockchain technology
where to buy bitcoin mining devices
best bitcoin wallets for your mobile phone
useful business applications of blockchain technology
Your articles are very well written and unique.
ReplyDeleteUX design studio
Regards for this marvellous post, I am glad I found this web site on yahoo.https://appspourpcz.fr
ReplyDeleteWhile PCs are presently a significant aspect of the lives of people, there was where PCs didn't exist. Knowing the historical backdrop of PCs and how much movement has been made can assist you with seeing exactly how confounded and imaginative the production of PCs truly is. mx player firestick
ReplyDeleteVery informative post ! There is a lot of information here that can help any business get started with a successful social networking campaign ! academic writing
ReplyDeleteA "short" is a connection between two or more circuit points that should not exist. Printed Circuit Board
ReplyDeleteThe significant processor producers, AMD and Intel, are continually pursuing a fight to offer the quickest, most impressive processors accessible. Getting more speed and execution out of a moderately little chip by and large requires a change to the physical measurements as each new age of processor is delivered. Lian Li Lancool II
ReplyDeleteThe significant processor producers, AMD and Intel, are continually pursuing a fight to offer the quickest, most impressive processors accessible. Getting more speed and execution out of a moderately little chip by and large requires a change to the physical measurements as each new age of processor is delivered.
ReplyDeleteComputer Repair Taunton
In this day and age, the working environment has been changed. Computer technology is available to some degree in for all intents and purposes each work or calling.USB duplicator
ReplyDeleteI needed a flash drive duplicator like five years ago. In noticed this one will write protect flash drives so they are read-only. Which is cool because data cannot be deleted or manipulated and a virus can't jump onto the drive because it's read-only.
Deleteyes you might be crazy but your post is owsum render farm
ReplyDeleteThe us market will see little development over the conjecture time frame, as per cutting edge research, while developing business sectors, particularly China, will be fruitful ground for these extra peripherals. palit geforce gtx 1660
ReplyDeleteOne of the main results of the advancement of data technology is presumably electronic trade over the Internet, another method of directing business. In spite of the fact that a couple of years old, it might fundamentally change financial activities and the social climate. computer accessories
ReplyDeleteDependence on games is likewise known to make kids socially disconnected. Imprudent conduct, gloom and expanded uneasiness levels are generally ascribed to over the top gaming in kids. Elite Killer SWAT Mod APK
ReplyDeleteI would like to say that this blog really convinced me to do it! Thanks, very
ReplyDeletegood post.Macbook Pro gebraucht
I can’t believe focusing long enough to research; much less write this kind of article. You’ve outdone yourself with this material without a doubt. It is one of the greatest contents. samcart
ReplyDeleteIn today's world, the workplace has been transformed. Computer technology is present to one degree or another in virtually every job or profession. To prepare students adequately for the workplace we must recognize that integrating computer technology into the classroom is essential. blog empreendedor
ReplyDeletef
ReplyDeletecc
ReplyDeleteI am a facebook game addict, the farmville, mafia wars, sorority and the rest of them. Cafe world is such an interesting game to play, once you are in it, trust me you wouldn't want to come out. I quite agree with the boutique idea too were you get to design your own clothes and shoes and stuffs. With the way facebook is going these days am sure its going to be useful to your thoughts....great post
ReplyDeletemymagazinepro
Cool stuff you have and you keep overhaul every one of us how to send fax from computer
ReplyDeleteThis incorporates making availability, creating ITBizTek security, looking after activity, and refreshing technology.
ReplyDeleteEmail computer games were the primary phase of the online computer games transformation. MUDs, or Multi-User Dungeons, were very well known during the time of email computer games. Pc games
ReplyDeletePositive site, where did u come up with the information on this posting?I have read a few of the articles on your website now, and I really like your style. Thanks a million and please keep up the effective work. we buy toner
ReplyDeleteDVD cases offer large print space and therefore are great for movies, games, audio books, and other projects that require elevated visual presentation. You can hire one of our excellent graphic designers or submit a design for printed materials yourself when you make a purchase. measurements of a dvd case
ReplyDeleteThey also need to have knowledge of voltages and currents and have a knack for finding not just the problems but its symptoms. Brian
ReplyDeleteThis particular is usually apparently essential and moreover outstanding truth along with for sure fair-minded and moreover admittedly useful My business is looking to find in advance designed for this specific useful stuffs… Sandisk dealers in Kenya
ReplyDeletePlease share more like that. Desktop server rams in Kenya
ReplyDeleteI feel a lot more people need to read this, very good info! . it support i århus
ReplyDeleteI read that Post and got it fine and informative. read more
ReplyDeleteWe are currently into 2012, and your old computer just quit. Do you fix it or purchase another computer? In the event that the computer is 5 years of age or more seasoned, presumably purchasing another computer is the better technique. IT support Vaughan
ReplyDeleteIt is rather very good, nevertheless glance at the data with this handle. https://oomnex.com/oomnex-vestami-6-in-1-cavitation-rf-slimming-machine
ReplyDeleteI understand this column. I realize You put a many of struggle to found this story. I admire your process. GTA
ReplyDeleteExcellent and very exciting site. Love to watch. Keep Rocking. پروژه ستین
ReplyDeleteThis guide examines PC crime scene investigation from a nonpartisan point of view.Minecraft Server List
ReplyDeleteAre You Looking for Laptop Repair & Service in Mumbai? Then This Is the Right Place. Apple Independent Service Centre. Professional and Trusted Laptop Repair Centre in Mumbai. Any Laptop Brands Computers & Hardware &, Software installation Support. laptop repair
ReplyDeleteWhile before it would require days for people from across the globe to share photographs, archives, recordings and music, document sharing has overcome that issue of time and distance.what is file entropy
ReplyDeleteThese sorts of computers contrast in their size, transportability, and usefulness. CPS Test
ReplyDeleteWhere can buy MSI MAG Motherboard in Uae, MSI B550M Mortar Motherboard in Uae, AMD AM4 mATX Motherboard in Uae
ReplyDeletehttps://pcdubai.com/product/msi-mag-b550m-mortar-amd-am4-matx-motherboard-911-7c94-006/
NBA, NBPA agree to allow teams short
ReplyDeleteNBA, NBPA agree to allow teams short
ReplyDeleteAshes: David Warner and Marnus Labuschagne grind down England on day one in Adelaide
3 trades Danny Ainge must now make with Utah
LeBron James Sends Strong Message on Lakers Slow Start
Liverpool will be reluctant to sign unvaccinated players in future
All I want for Christmas is a soccer club’s festive sweater
Which NHL stars make the teams?
https://www.buyyoutubesubscribers.in/2021/11/30/how-to-increase-youtube-views-by-yourself/ A major YouTube update that will change the way videos will rank. Learn what this means for current businesses trying to utilize YouTube. Because YouTube is the second biggest search engine in the world, more and more companies are beginning to see the value in creating videos to help engage and inform their audiences. Oftentimes a "how to" explanation is best understood through a video, and it usually doesn't cost a company much to put something together and post it on the site, so it's an easy decision for most. So what's the catch? Sometimes optimizing this video isn't as simple as one would assume, and things are about to get more difficult. For those who are unfamiliar, you have to optimize a video the same way you have to optimize an article. In other words, you want your search engine (in this case YouTube) to understand how it should rank and place your video based on certain keywords. Unfortunately, what so many understand about YouTube optimization is going to be short-lived-YouTube is following in the footsteps of Google and has officially changed their algorithm when it comes time to rank videos.
ReplyDeleteThanks so much for the post. Really looking forward to read more. Much obliged.
ReplyDeletelook here
Computers have become valuable sources of information storage, laptop repair near me opportunities, communication and entertainment. In fact, there are few things as private to some owners as their cell phone and their computer.
ReplyDeleteHowever, the situation now seems to be changing; the industry of sports memorabilia has shown a steep growth in the recent times and now there is a smooth flow of the original sports memorabilia and collectables. ì €ì‹ ìš©ëŒ€ì¶œ
ReplyDeleteAdvertising analysis means that picture and sound, when used congruently are likely to|are inclined to} amplify one another (e.g., Iwamiya 1994; Bullerjahn and Güldenring 1994; Bolivar et al. 1994). As such, research into the response to sound in slot machines should take into consideration the amplifying effect of the visual stimuli. Free casino slots rarely exist, however there's a means round it that may serve you nicely, and that means is bonuses. Welcome bonuses, loyalty rewards, weekly presents, SM카지노 mainly you name it. The level is that a lot of them come within the form of video slot free spins.
ReplyDeleteThey offer accessibility features for individuals with disabilities. Llimink triple monitor
ReplyDeletevan
ReplyDeletekastamonu
elazığ
tokat
sakarya
150Ä°V
https://titandijital.com.tr/
ReplyDeletenevşehir parça eşya taşıma
bolu parça eşya taşıma
batman parça eşya taşıma
bayburt parça eşya taşıma
6E8
antalya evden eve nakliyat
ReplyDeleteankara evden eve nakliyat
bursa evden eve nakliyat
yalova evden eve nakliyat
gümüşhane evden eve nakliyat
NPMDD
EF4E7
ReplyDeleteDüzce Lojistik
Afyon Şehir İçi Nakliyat
Bitrue Güvenilir mi
Etimesgut Parke Ustası
Düzce Parça Eşya Taşıma
Osmaniye Şehirler Arası Nakliyat
Gölbaşı Boya Ustası
Ağrı Evden Eve Nakliyat
Yozgat Evden Eve Nakliyat
532E0
ReplyDeleteindirim kodu %20
best facial exercises
ReplyDelete1B395
ReplyDeletecoin nereden alınır
bingx
kraken
kaldıraç nasıl yapılır
paribu
binance referans
bybit
çay ağacı sabunu
kraken
24393
ReplyDeleteilk kripto borsası
4g proxy
bitcoin nasıl kazanılır
bybit
paribu
papaya
en iyi kripto para uygulaması
coin nasıl alınır
bybit
62400
ReplyDeleteilk kripto borsası
kucoin
bitcoin hesabı nasıl açılır
referans kodu
telegram kripto grupları
canlı sohbet ücretsiz
bitexen
en az komisyon alan kripto borsası
bingx
CA29C
ReplyDeletebitget
en az komisyon alan kripto borsası
kripto ne demek
canlı sohbet uygulamaları
coinex
telegram kripto grupları
kripto para nasıl alınır
bitrue
okex
D044A
ReplyDeletegörüntülü canlı show
21D3098B7C
ReplyDeletegörüntülü şov whatsapp numarası
ÅŸov
skype ÅŸov
whatsapp ücretli show
ücretli show
telegram görüntülü şov
whatsapp görüntülü şov
cam show
skype show
8B0E752271
ReplyDeletebufalo içecek
degra
themra macun
green temptation
maxman
viagra
geciktirici
lay era
cialis
35DCEE0BBA
ReplyDeletevigrande
geciktirici jel
viagra
skype show
ereksiyon hapı
whatsapp görüntülü şov
vega
maxman
kamagra hap
3A903DC57B
ReplyDeletevigrande
yapay kızlık zarı
delay
stag
canli cam show
kaldırıcı hap
viagra
görüntülü show
viga