TL;DR
Senior Machine Learning (AI Engineering): Responsible for designing, developing, and maintaining machine learning and statistical algorithms to support drilling performance analysis and optimization with an accent on changepoint detection algorithms. Focus on building similarity indexing models and developing statistical models to calculate probability envelopes for key drilling performance indicators using historical datasets.
Location: Hybrid in Peru
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 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
- Hire professionals based solely on their skills and do not discriminate based on age, disability, religion, gender, sexual orientation, socioeconomic status, or nationality.