TL;DR
Senior Machine Learning (AI Engineering): Responsible for designing, developing, and maintaining high-quality software solutions with an accent on drilling performance analysis and optimization. Focus on building similarity indexing models to compare current drilling data with historical wells and identify relevant offset wells.
Location: Hybrid in Colombia
Company
Encora is a global company that offers Software and Digital Engineering solutions.
What you will do
- Develop and implement machine learning and statistical algorithms to support drilling performance analysis and optimization.
- Design and tune changepoint detection algorithms to automatically identify shifts in drilling parameters or geological formations.
- Build similarity indexing models to compare current drilling data with historical wells and identify relevant offset wells.
- Develop statistical models to calculate P10, P50 and P90 probability envelopes for key drilling performance indicators using historical datasets.
Requirements
- Strong experience developing machine learning and statistical models using Python.
- Advanced proficiency with data science libraries such as Scikit Learn, NumPy, Pandas and SciPy.
- Experience implementing machine learning algorithms including clustering, similarity metrics and changepoint detection techniques.
- Hands on experience working with PySpark for large scale data processing.
- Experience working with Azure Synapse Analytics and Spark based data environments.
- Strong understanding of statistical modeling and probability distributions.
Culture & Benefits
- Encora hires professionals based solely on their skills and does not discriminate based on age, disability, religion, gender, sexual orientation, socioeconomic status, or nationality.