
Advanced Analytics Specialist
3 days ago
Data Scientist Professional
We seek a seasoned Senior Data Scientist Machine Learning Engineer to drive cutting-edge data science and machine learning solutions in the oil and energy sector.
Key Responsibilities- Develop and implement sophisticated machine learning models for predictive maintenance, production optimization, reservoir modeling, and risk assessment specific to the oil and energy industry.
- Conduct thorough data analysis and feature engineering to uncover patterns and insights from large datasets.
- Design, build, and deploy scalable machine learning pipelines and infrastructure.
- Maintain high-performing machine learning models in production environments ensuring reliability, security, and performance.
- Implement machine learning operations (MLOps) best practices for continuous integration and continuous delivery (CICD) of models.
- Optimize machine learning models for performance and efficiency considering resource constraints and real-time requirements.
- Work with cloud platforms such as AWS, Azure, or GCP to deploy and manage machine learning infrastructure.
- Containerize and deploy models using Docker and Kubernetes.
- Domain Expertise
- Apply in-depth knowledge of oil and gas operations including upstream, midstream, and downstream processes.
- Collaborate with domain experts to identify opportunities for machine learning applications.
- Translate business requirements into technical specifications for machine learning solutions.
- Collaboration and Communication
- Work closely with data engineers, software developers, and domain experts to deliver high-quality machine learning solutions.
- Communicate complex technical concepts to non-technical audiences.
- Mentor junior data scientists and machine learning engineers.
- Model Maintenance and Monitoring
- Monitor model performance in production and implement strategies for model retraining and updating.
- Troubleshoot and resolve issues related to machine learning models and infrastructure.
- Master's or Ph.D. in Computer Science, Machine Learning, Statistics, or a related field.
- 8 to 10 years of experience in data science and machine learning engineering.
- Strong programming skills in Python and relevant machine learning libraries.
- Experience with cloud platforms and containerization technologies.
- Proven experience in deploying machine learning models in production environments.
- Strong understanding of machine learning algorithms and statistical modeling.
- Deep understanding of the Oil and Energy domain.
- Excellent problem-solving and communication skills.
- Experience with MLOps tools and practices.
- Knowledge of database systems and data warehousing.
- Experience with real-time data processing.
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