DevConf.IN'19 has ended
DevConf.IN is the annual Developer’s Conference organized by Red Hat, India. The event provides a platform to the FOSS community participants and enthusiasts to come together and engage in knowledge sharing activities through technical talks, workshops, panel discussions, hackathons and much more.

All you have to do is a FREE registration here. There is no admission or ticket charges applicable to be a part of the event. All the event activities will be in English.

We are committed to foster an open and welcoming environment for everyone at our conference. We have our inclusive code of conduct and media policies, which we expect to be duly adhered during the event.

When: August 2-3, 2019

Venue: Christ University - Bengaluru, India

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Registration Link: https://devconfin19.eventbrite.com

Last Date of Registration: 31st July, 2019

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Friday, August 2 • 2:00pm - 3:30pm
Global macro trading strategy using PGM

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Brief Introduction to the Crude Oil Price Prediction Problem
Identification of Macro Economic Factors influencing the Energy Markets
Refresher : Hidden Markov Model and Bayesian Networks
Handson (1 hour) - pgmpy package
Data Retrieval from the EIA and FRED
Data Preprocessing
Regime detection model using Hidden Markov Models
Learning the macroeconomic structure of the oil markets using hill-climbing structural learning.
Testing the constructed model by simulating trades
Learning Outcome
The audience will learn how to construct a macro trading model for crude oil price forecasting by representing structural and macroeconomic changes in the oil market by using Bayesian Networks and HMM


Usha Rengaraju

Mysuru Consulting Group
I am a polymath and unicorn data scientist with strong foundations in Economics, Finance, Business Foundations, Business Analytics and Psychology. I specialize in Probabilistic Graphical Models, Machine Learning and Deep Learning. Also, Chapter Lead for WIMLDS Bengaluru http://wi... Read More →

Friday August 2, 2019 2:00pm - 3:30pm IST
Workshop Room 815, Central Block, 8th floor