Hinweis: Die aktuelle DW-Konferenz finden Sie hier!

TDWI Schweiz 2018

05. - 06. November 2018 | Swissôtel Zürich

Sessionsdetails

Vortrag: Di 1.5
Datum: Di, 05.11.2019
Uhrzeit: 17:00 - 17:45
cart

Predicting Cryptocurrency exchange rates with stream processing, social data and online learning

Uhrzeit: 17:00 - 17:45
Vortrag: Di 1.5
Sprecher:

 

Can we predict the future of crypto currencies exchange rates with artificial intelligence and social media data? In this talk, Dr. Frey will take you on a journey and talk about a project where they used Twitter KPIs from in conjunction with exchange rates to evaluate machine learning generated coin forecasts. Thereby, he’ll reveal the underlying software architecture and how microservices, reactive Java and stream processing platforms got loosely coupled together with machine learning to achieve predictive capabilities. Throughout this journey, the most interesting findings, challenges and insights of the project will be shared.

Target Audience:
Data Scientists, Big Data Analysts, Machine Learning/Model developers; Decision Makers, Architects

Prerequisites: Basic familiarity with machine learning is helpful, but not required. Interest in architectural stream processing concepts.

Level: Basic

Extended Abstract:
In a recent project, iunera sought to determine if it is possible to predict crypto currency exchange rates by utilizing social data from Twitter. I’ll talk about our experiences and describe how we leveraged online learning in conjunction with social data to determine if we are able to predict future currency exchange rates. I’ll point out the general architecture and describe the most interesting findings.

The audience can learn from our experiences and pitfalls. The new possibilities that opens up with more and more Kappa architectures in enterprises leverage new possibilities for real online learning. Therefore, the aspiration is to bring this field in general forward, by sharing insights.

 

Sponsoren der TDWI Schweiz

  • IT Logix AG Platinsponsor
  • NTT DATA Platinsponsor
  • Trivadis AG Platinsponsor
  • b.telligent Schweiz GmbH Goldsponsor
  • BARC GmbH Goldsponsor
  • BiG EVAL Goldsponsor
  • biGenius Goldsponsor
  • CIMACON GmbH Goldsponsor
  • Digital Improvements GmbH Goldsponsor
  • itelligence Goldsponsor
  • MicroStrategy Goldsponsor
  • NextStride AG Goldsponsor
  • pmOne AG Goldsponsor
  • Q_PERIOR Goldsponsor
  • saracus consulting AG Goldsponsor
  • Syncwork AG Goldsponsor
  • ThoughtSpot Goldsponsor
  • TIMETOACT Software & Consulting GmbH Goldsponsor
  • WhereScape Europe Goldsponsor