Case Study: Machine Learning applied for ICOs Success, by Santiago Márquez Solís, CTO at Barrabés. VSSML18: 4th edition of the Valencian Summer School in Machine Learning.

1. 4rd edition
September 13-14, 2018

2. BigML, Inc 2
Pitia
Machine Learning apply for ICO Success
Santiago Márquez Solís
@smarquezsolis
CTO, Clluc

3. BigML, Inc 3VSSML18: PITIA PROJECT.
About Barrabes
We innovate for people’s choices

4. BigML, Inc 4VSSML18: PITIA PROJECT.
About Clluc
Barrabes’ Blockchain Company

5. BigML, Inc 5VSSML18: PITIA PROJECT.
About Clluc
Ohhh noooo.... Blockchain Project????

6. BigML, Inc 6VSSML18: PITIA PROJECT.
About Clluc
Ohhh yes.... Blockchain Project!!!!!

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Clluc’s Projects
We have
already applied
Blockchain to
resolve some
problems
Petrolcontrol
SolidGO!
VALSAL
Kiitos
Managment Fee
GreenT
CPPB
Osiris

8. BigML, Inc 8VSSML18: PITIA PROJECT.
Why our focus is here? (1/2)
World is changing faster than ever before

9. BigML, Inc 9VSSML18: PITIA PROJECT.
Why our focus is here? (2/2)
Think about it. Are you a 2.0 or a 3.0 user?

10. BigML, Inc 10VSSML18: PITIA PROJECT.
So, we must find any others areas for working, because be
different is part of our vision
But things are changing...
Blockchain is near of
this point

11. BigML, Inc 11VSSML18: PITIA PROJECT.
But things are changing...
Smart Contract Auditing ICO Valoration
Deliver Onchain
Transactions
eHealth
Recomendation
eHealth
Scheduling
New uses cases to add new value to our clients

12. BigML, Inc 12VSSML18: PITIA PROJECT.
And ML is a catalyst
23
ML can help to enhance this
leap
We can create amazing things using ML

13. BigML, Inc 13VSSML18: PITIA PROJECT.
Not all tools are born equal
23
BigML brings ML for everyone

14. BigML, Inc 14Xxxxxx
An example: Pitia Project
(the Developer View)
ICO Valoration Project

15. BigML, Inc 15VSSML18: PITIA PROJECT.
Follow the money... (1/5)

16. BigML, Inc 16VSSML18: PITIA PROJECT.
Follow the money... (2/5)

17. BigML, Inc 17VSSML18: PITIA PROJECT.
An ICO is a new way to get money for a project using
cryptocuyrrencies in the process
Follow the money... (3/5)

18. BigML, Inc 18VSSML18: PITIA PROJECT.
Follow the money... (4/5)

19. BigML, Inc 19VSSML18: PITIA PROJECT.
Follow the money...

20. BigML, Inc 20VSSML18: PITIA PROJECT.
Follow the money... (3/5)

21. BigML, Inc 21VSSML18: PITIA PROJECT.
And we want to predict the future, so......
Pitia
• Pitia is the name of the
priestess who ask questions
to Delphos Oracle
• The word pythoness has its
source in the word Pitia

22. BigML, Inc 22VSSML18: PITIA PROJECT.
Now
We are working in this áreas
(supervised model – decisions tree) Alexandria Integration

23. BigML, Inc 23VSSML18: PITIA PROJECT.
2
1 3
4
6
2018 2019
March
Dataset 200 ICOs
March
February
Project Launch
January
Pitia
project Starting
October
New UI
design for
Alexandria Web
December
Endpoints with
Alexandria
Clluc’s development path
Dataset
3000 ICOs 5

24. BigML, Inc 24VSSML18: PITIA PROJECT.
A working in progress (1/7)
• We are focus in data and what is important for our
problem (feature engineering)
• But we aren´t experts in feature engineering (not yet ;-))
and we are learning about it and how to improve our
work (R&D process)
• Recolecting information than more 3000 active ICOs and
the historic of all fail since 2016 and answering the
questions and making new ones.
• Many of them we are introducing by hand!!! A hard work!
• But we are creating our conectors for collecting data
using automatic tolos (we have to improve this)
• Our target: has an operative tool before March 2019
• And integrate into Alexandria our development framework

25. BigML, Inc 25VSSML18: PITIA PROJECT.
A working in progress (2/7)
• Alexandria is a REST framework to develop Blockchain
applications without understand Blockchain (supporting
now only Ethereum Blockchain)
• We are incorporating logic to work with Hyperledger
Private Blockchain
• And will incorporate our AI models

26. BigML, Inc 26VSSML18: PITIA PROJECT.
A working in progress (3/7)

27. BigML, Inc 27VSSML18: PITIA PROJECT.
A working in progress (4/7)

28. BigML, Inc 28VSSML18: PITIA PROJECT.
A working in progress (5/7)

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A working in progress (6/7)

30. BigML, Inc 30VSSML18: PITIA PROJECT.
A working in progress (7/7)

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Thank you!!!