Join the next-generation team of subsurface data experts, engineers, and geoscientists
Iraya is actively looking to fill the position of 5-10 Senior Data Scientists roles.
Senior Data Scientist
Responsibilities of Senior Data Scientist
Responsible to ensure data required for analytic models is of required quality and that models are constructed to standards and deployed effectively.
Implement data science industry best practices, relevant cutting-edge technology, and innovation in projects to ensure the right solutions fulfill the business requirements.
Responsible to develop appropriate technical solutions to address business pain points with insights and recommendations.
Implement established analytics strategy by adopting base and key technologies, and technical requirements when executing projects to ensure business value generation.
Execute operational excellence through continuous technical improvement initiatives, and process improvement initiatives within projects to improve operations efficiency and effectiveness within own activity & projects
We are looking to fill positions in the following areas:
- MACHINE LEARNING
Roles: Design analytics solutions for business problems; develop, evaluate, optimize, deploy and maintain models.Tech stack: ML Algorithms, Python, SQL, Spark, Git, Cloud Services MLOps
- NATURAL LANGUAGE PROCESSING
Roles: Design text analytics solutions for business problems; develop, evaluate, optimize, deploy and maintain text processing and analytics solutions.Tech stack: Python, SQL, Git, NLTK, Deep Learning frameworks, MLOps
- COMPUTER VISION
Roles: Design Image and video analytics solutions for business problems; develop, evaluate, optimize, deploy and maintain solutionsTech stack: Tensorflow, OpenCV, Fastai, Pytorch, MLFlow, Spark, MLlib Python, SQL, Git, MLOps,
- OPTIMIZATION/SIMULATION
Roles: Design optimization and/or simulation analytics solutions for business problems; develop, evaluate, optimize, deploy and maintain solutionsTech stack: mathematical/process models, Simulation modelling, AnyLogic, Simio, Binary/Integer/Linear/Mixed programming, Gurobi, Python, MLOps, etc
REQUIREMENTS:
- Bachelor’s or Master’s degree in Data Science, Mathematics, Engineering, Computer Science, or in any other discipline
- At least 5 years of working experience covering advanced statistical analysis, machine learning, and/or optimization.
- Good in statistical and scripting programming languages (such as R, Python, and MATLAB)
RESPONSIBILITIES:
- Lead a team of 5- 10 data scientists, operating as a technical and people lead.
- Establish a vision and roadmap for the machine learning function in alignment with the company vision. Communicate easily with non-technical audiences.
- Deliver impact in a fast-paced, data-driven, and high-growth business, bringing innovative ideas using robust analysis, models, and insights
- Guide the team to solve key business problems and research new machine learning solutions.
- Provide technical guidance to team members; conduct frequent brainstorming/team sessions, and stay up-to-date with the latest ML developments.
- Build and deploy advanced supervised and unsupervised machine learning models – e.g. XGBoost/LightGBM, neural networks (auto-encoders, feedforward networks, RNNs/CNNs, language models, etc.), bandit/Bayesian algorithms, time-series modeling, and more.
- Carry out A/B test experiments and understand the basics of causal inference.
The ideal candidate will have:
- Ph.D. or Masters in Computer Science, Engineering, Physics, Statistics, or related field
- Minimum of 5 years of experience in data science practice
- Minimum of 3 years of experience as a team lead (preferred)
- Strong background in machine learning and statistics. Solid foundation in data structures and algorithms.
- Experience deploying and maintaining ML models in production.
GEOSCIENCE DOMAIN EXPERTS
Petrophysicist and/or Rock Physicist with 5-10 years of experience:
Design and develop innovative AI-enabled mining techniques to optimize classical petrophysics workflows
FRONT-END DEVELOPER
Responsibilities:
Implement user interface designs in production
Create and maintain Front-end logic
Responsible for testing Front-end logic and interfaces
Skillset:
At least 2 and 5 years of experience in production Front-end development for Junior and Senior positions, respectively.
Proficient in JavaScript (Vue, Node) and HTML and CSS (LESS)
Knowledgeable user testing procedures
Experience in developing interactive data visualizations
MACHINE LEARNING SPECIALISTS AND DATA SCIENTISTS
Responsibilities:
Create and maintain data cleaning, data analysis, and data exploratory workflows
Responsible for creating, deploying and maintaining machine learning models
Skillset:
Proficient in Python or R and SQL
Has experience using the following technologies:
Tensorflow/Keras
Scikit-Learn
SQL and NoSQL databases
Applied science and geoscience expertise is a plus
BUSINESS MANAGER – TECHNICAL SALES
Responsibilities:
Develop new customer relationships
Meet and present Iraya products to clients
Prepare commercial proposals
Conduct aftersales
Skillset:
Geoscience or engineering background
Client facing skills
Minimum 5 years of experience in E&P workflows
ELASTICDOCS ENGINEERS/BACKEND DEVELOPERS (JUNIor & senior)
Responsibilities:
Create automation scripts and develop data pipelines
Create and maintain APIs for internal and external uses
Responsible for monitoring and testing APIs and other processing toolkits
Skillset:
At least 2 and 5 years of experience in software development for Junior and Senior positions respectively.
Proficient in the following technologies:
Linux
BASH
Python
SQL and NoSQL Databases
Worked with Cloud Services (Azure, GCP, AWS)
Experience in creating automation scripts and building data pipelines
Familiarity with DevOps practices
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