$119.40K - $157.80K/yr
Experience with perception systems, sensor fusion, world modeling concepts, or Bayesian probabilistic methods. * Experience with proposal writing and technical roadmap development. * Familiarity with ...
$119.40K - $157.80K/yr
Experience with perception systems, sensor fusion, world modeling concepts, or Bayesian probabilistic methods. * Experience with proposal writing and technical roadmap development. * Familiarity with ...
Bayesian Modeling information
What are the key skills and qualifications needed to thrive as a Bayesian Modeler, and why are they important?
To thrive as a Bayesian Modeler, you need a solid background in statistics, probability theory, and mathematical modeling, often supported by an advanced degree in statistics, mathematics, or a related field. Proficiency with programming languages such as R, Python, or Stan, and experience with statistical software and Bayesian inference tools are essential. Strong analytical thinking, attention to detail, and effective communication skills help in interpreting results and collaborating with multidisciplinary teams. These skills ensure accurate model development, reliable data-driven insights, and clear communication of complex findings to stakeholders.
How does a Bayesian Modeling specialist typically collaborate with cross-functional teams in a workplace setting?
Bayesian Modeling specialists often work closely with data scientists, software engineers, and domain experts to integrate probabilistic models into larger analytical or production systems. They are involved in translating complex statistical concepts into actionable insights and recommendations tailored to business needs. Effective communication is key, as they must present findings to both technical and non-technical stakeholders, ensuring that model assumptions and results are clearly understood. Collaboration may also include contributing to code reviews, sharing best practices for model validation, and mentoring colleagues on Bayesian methodologies.
What is Bayesian modeling?
Bayesian modeling is a statistical approach that uses Bayes' Theorem to update the probability of a hypothesis as more data becomes available. It incorporates prior beliefs or knowledge, combines them with observed data, and produces a posterior probability distribution to guide inference and decision-making. This approach is widely used in various fields such as machine learning, data science, and scientific research for tasks like parameter estimation, prediction, and model selection.
What is the difference between Bayesian Modeling vs Data Scientist?
| Aspect | Bayesian Modeling | Data Scientist |
|---|---|---|
| Required Credentials | Statistics, Mathematics, Data Analysis | Statistics, Computer Science, Data Analysis |
| Work Environment | Research-focused, statistical modeling | Cross-functional, data analysis, visualization |
| Industry Usage | Research, academia, specialized analytics | Business, tech, finance, healthcare |
| Common Search/Comparison | Yes | Yes |
Bayesian Modeling and Data Scientists often overlap in skills like statistics and data analysis. Bayesian Modeling specializes in probabilistic models and statistical inference, while Data Scientists have broader roles including data cleaning, visualization, and machine learning. Both roles are essential in data-driven industries, but Bayesian Modeling is more focused on advanced statistical techniques.
What are popular job titles related to Bayesian Modeling jobs in Oregon? For Bayesian Modeling jobs in Oregon, the most frequently searched job titles are:
What job categories do people searching Bayesian Modeling jobs in Oregon look for? The top searched job categories for Bayesian Modeling jobs in Oregon are:
What cities in Oregon are hiring for Bayesian Modeling jobs? Cities in Oregon with the most Bayesian Modeling job openings:
$119.40K - $157.80K/yr
Full-time
Medical, Dental, Life, Retirement, PTO
Posted 5 days ago
Job description
About Merlin:
Merlin is a venture backed aerospace startup building a non-human pilot to enable both reduced crew and uncrewed flight. Backed by some of the world's leading investors, Merlin is scaling alongside our customers to begin leveraging autonomy today to solve some of aviation's biggest challenges.
About you
You are an experienced engineer with a background in autonomous systems, aviation, or robotics who is motivated to build software that enables effective human-machine and machine-machine teaming. You're excited to enhance how humans interact with complex automated systems. You are comfortable with either leading technical projects or contributing independently to software development and experimentation. You take pride in writing high-quality, maintainable code, and are driven to improve interactive teaming behaviors through human subject testing and integration into real airborne systems.
Responsibilities
Contribute to the technical direction and implementation of capabilities supporting human-machine and machine-machine teaming for autonomous airborne systems.
Design, develop, and deploy novel teaming capabilities that measurably enhance the performance, safety, and resilience of human-machine teams.
Propose, design, and execute applied research and human subject experiments to evaluate human-machine teaming capabilities in realistic operations.
Contribute to simulation, integration, and flight test activities to validate autonomy software in relevant environments.
Write, test, document and review code according to Merlin's development standards.
Collaborate across Merlin to develop novel systems to solve the toughest problems in aviation and autonomy.
Requirements
Degree in Computer Science, Aerospace Engineering, Robotics Engineering, or a related subject.
5+ years of professional experience (including graduate work) developing software for airborne autonomous systems.
Deep experience in one or more of the following:
Human-machine interaction for crewed aircraft and/or UAS
Single- and multi-vehicle autonomy, resource allocation, and decision making algorithms
Software development for physiological signal monitoring
Algorithmic modeling for human cognitive state analysis
Experience in modern software development workflows and practices, including version control, pipelines, and unit testing, and peer review.
Experience with overall product development cycle, including design, testing, and troubleshooting at the system level as well as at the software component level.
Experience with Linux and open-source development tools.
Proficiency writing code in Python.
Experience with technical writing.
Strong problem-solving skills and the ability to learn and contribute across different technical domains.
Nice to Have
Proficiency with C++ and ROS.
Experience designing focused research plans and experiments to evaluate human-machine and machine-machine teaming effectiveness.
Experience with perception systems, sensor fusion, world modeling concepts, or Bayesian probabilistic methods.
Experience with proposal writing and technical roadmap development.
Familiarity with simulation software, especially aircraft simulation.
Experience with hardware and software integration and debugging.
Experience with flight testing (uncrewed or crewed aircraft).
Pilot license and flight experience is a plus.
Logistics
Merlin Labs offers an innovative, entrepreneurial, and team-focused startup environment. We also offer a top-notch benefits package (health, dental, life, unlimited vacation, and 401k with match) and work/life integration. Being part of the Merlin team allows you to become part of a small team that supports professional development while working together to achieve our mission.
Merlin Labs is an equal opportunity employer and values diversity. We do not discriminate on the basis of race, religion, color, national origin, genetic information, sex (including pregnancy), gender, gender identity and expression, sexual orientation, age, marital status, military service or obligation or disability status, or any other characteristic protected by law. All job offers are contingent upon the candidate passing background and reference checks.
At this time, we are unable to provide visa sponsorship or consider candidates who require visa transfers. Applicants must be authorized to work in the United States without the need for visa sponsorship now or in the future.
In compliance with federal law, all persons hired will be required to verify identity and eligibility to work in the United States and to complete the required employment eligibility verification form upon hire.
If you require reasonable accommodation in completing an application, interviewing, completing any pre-employment testing, or otherwise participating in the employee selection process, please direct your inquiries to: [email protected]
Merlin Labs does not accept unsolicited resumes from any source other than directly from candidates.
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About Merlin Labs
Sourced by ZipRecruiter
Industry
Software development
Company size
51 - 200 Employees
Headquarters location
Boston, MA, US
Year founded
2018