Oxy is looking to solve the problem of seismic interpretation using computer vision and machine learning to improve their oil and gas production
Requirements
- Ph.D. or Master's degree in Computer Science, Electrical Engineering, or a related field with a focus on computer vision and deep learning
- Experience and understanding of transfer learning and reinforcement learning techniques
- Experience in applying explainable AI techniques to improve the interpretability of our models
- Extensive experience with deep learning frameworks such as PyTorch, or Tensorflow
- Proficiency in writing clean, concise, well-tested, and maintainable Python code
- Proven track record of developing and deploying computer vision algorithms in real-world applications
- Experience performing basic ML model training tasks such as hyper parameter tuning, feature and model selection
Responsibilities
- Develop and implement scalable cutting-edge computer vision algorithms for large seismic data analysis, particularly focusing on tasks such as image segmentation
- Regularly dive into architecture, code, and deployments to model technical excellence for the team
- Collaborate with geophysicists and data scientists to integrate computer vision solutions into our seismic interpretation workflows
- Conduct research and stay up to date with the latest advancements in computer vision and deep learning
- Assist with the deployment of deep learning models to production stages
- Influence best practices for engineering rigor and help cultivate an engineering driven culture
- Provide technical leadership and mentorship to all team members
Other
- Ph.D. or Master's degree in Computer Science, Electrical Engineering, or a related field
- Excellent problem-solving skills and the ability to work independently and as part of a team
- Strong communication skills and the ability to present complex technical concepts to non-technical stakeholders
- Maintains integrity and consistently delivers high-quality work
- Takes responsibility for personal and team outcomes to ensure successful results and insights
