The Fifth Elephant 2017

On data engineering and application of ML in diverse domains

Application of machine learning in oil and gas industry

Submitted by Priyanka Raghavan (@priyankaraghavan) on Tuesday, 25 April 2017

videocam
Preview video

Technical level

Beginner

Section

Crisp talk for data engineering track

Status

Submitted

Vote on this proposal

Login to vote

Total votes:  +14

Abstract

This talk describes the various machine learning algorithms used in the public SEG (Society of Exploration Geophysicist) challenge held in December 2016 to identify lithofacies based on well log measurements. Lithofacies are the different rock layers encountered during drilling, which are used to characterize the sub-surface. Correct classification of lithological facies helps in identifying target areas for hydrocarbon (oil and gas) extraction. The challenge concentrated on open-source tools, such as python and jupyter notebook, with collaborative code sharing via GitHub. The test data was provided by the SEG and the final submitted entry was one vs one multi class algorithm using Gradient boosting. The talk will explore the dataset, explain dataset conditioning, results on various algorithms used to train classifier, lessons learnt and future work.

Outline

The agenda will be as follows:-
1. Describing problem
2. Exploring dataset and conditioning
3. Algorithms used for best result
4. What did the winning team do
5. Lessons learnt and future work

Speaker bio

Priyanka Raghavan is Team Lead on Prestack seismic Interpretation product at Schlumberger. She has worked with Schlumberger for the past 11 years in different products related to software used in seismic exploration. She started her career in Houston, followed by a stint in Germany before coming to Bangalore. She holds a Master degree in Software Engineering from Carnegie Mellon University. Her areas of interest are software architecture, design patterns and code optimization. In her free time you’ll see her honing her carnatic music skills.
https://www.linkedin.com/in/priyanka-raghavan-6a1a405/

Slides

https://docs.google.com/presentation/d/1WnylA5wsDin3NtypBttCD0E1zTcJ1314dy4DFzmhmwE/edit?usp=sharing

Preview video

https://www.youtube.com/watch?v=3YLLFMMjBVc&feature=em-upload_owner#action=share

Comments

  • 1
    Zainab Bawa (@zainabbawa) Reviewer a year ago

    Interesting. Please share a draft slide deck detailing the content you will cover in this talk, and upload a two-min self-recorded video where you explain what the talk is about and the key takeaways for the audience. We need this information by May 23 to close the decision on your proposal.

  • 1
    Priyanka Raghavan (@priyankaraghavan) Proposer a year ago

    Yes will do that asap.

  • 1
    Priyanka Raghavan (@priyankaraghavan) Proposer a year ago

    Uploaded video and slides.

Login with Twitter or Google to leave a comment