Computational Biology (e.g., genomics, proteomics, informatics, systems biology, evolutionary ... Teaching in the College of Connected Computing is a component of this position. Application ...
Computational Biology (e.g., genomics, proteomics, informatics, systems biology, evolutionary ... Teaching in the College of Connected Computing is a component of this position. Application ...
Evolutionary Computing information
What are the key skills and qualifications needed to thrive as an Evolutionary Computing Specialist, and why are they important?
To thrive as an Evolutionary Computing Specialist, you need a solid background in computer science, mathematics, and algorithm design, often supported by an advanced degree in a related field. Familiarity with programming languages (such as Python, C++, or Java), machine learning frameworks, and optimization libraries is typically required. Strong analytical thinking, problem-solving abilities, and creativity are crucial soft skills that help in developing innovative solutions. These skills enable specialists to design and implement effective evolutionary algorithms that solve complex computational problems across various domains.
What are some common challenges faced when implementing evolutionary computing algorithms in real-world projects?
One of the main challenges in applying evolutionary computing algorithms is balancing computational cost with solution quality, as these algorithms can be resource-intensive and require careful parameter tuning. Additionally, translating theoretical models into scalable, real-world applications often involves customizing operators and fitness functions to suit specific domains. Collaboration with domain experts is crucial to accurately define objectives and constraints, and ongoing communication with software engineers ensures efficient integration into existing systems.
What is evolutionary computing?
Evolutionary computing is a branch of artificial intelligence that uses algorithms inspired by the process of natural selection to solve complex optimization and search problems. These algorithms, such as genetic algorithms, evolve solutions over time by mimicking biological mechanisms like mutation, crossover, and selection. Evolutionary computing is used in various fields, including engineering, economics, and robotics, to find solutions that might be difficult to obtain through traditional methods. It is especially useful for problems where the search space is vast and not easily navigable by conventional algorithms.
What is the difference between Evolutionary Computing vs Data Scientist?
| Aspect | Evolutionary Computing | Data Scientist |
|---|---|---|
| Required Credentials | Typically a degree in computer science, AI, or related fields; certifications in AI or machine learning | Degree in statistics, computer science, or related fields; certifications in data analysis or machine learning |
| Work Environment | Research labs, AI development teams, academia | Business environments, tech companies, consulting firms |
| Industry Usage | Optimization problems, evolutionary algorithms research | Data analysis, predictive modeling, business insights |
| Common Search/Comparison | Yes | Yes |
While both roles involve advanced computing techniques, Evolutionary Computing focuses on algorithms inspired by natural selection for optimization, whereas Data Scientists analyze data to extract insights and build predictive models. They often collaborate but serve different primary functions within tech and research industries.
What are popular job titles related to Evolutionary Computing jobs in Tennessee? For Evolutionary Computing jobs in Tennessee, the most frequently searched job titles are:
What job categories do people searching Evolutionary Computing jobs in Tennessee look for? The top searched job categories for Evolutionary Computing jobs in Tennessee are:
- Remote Principal Devsecops Architect
- Sr Solution Architect
- Manager Certified Labview Architect
- Overnight Aws Data Architect
- Certified Aws Solution Architect
- Remote Concept Architect
- Senior Microsoft Dynamics 365 Solution Architect
- Technical Architect Contract
- Genai Architect
- Remote Principal Performance Architect Microsoft
What cities in Tennessee are hiring for Evolutionary Computing jobs? Cities in Tennessee with the most Evolutionary Computing job openings:
Associate Professor or Full Professor in the College of Connected Computing
Vanderbilt UniversityNashville, TN • On-site
Full-time
Posted 17 days ago
Vanderbilt University rating
7.6
Based on 37 frontline employees who took The Breakroom Quiz
239th of 530 rated colleges and universities
Job description
Description
Vanderbilt University is conducting a search for multiple Associate or Full Professors in computer science or its intersection with psychological, informatics, or biological fields. The faculty will be part of Vanderbilt's new College of Connected Computing, housing computer science, data science, and working collaboratively on unique questions at the intersection of computing with other disciplines to advance breakthrough discoveries, with the possibility for secondary and joint appointments.
This is an open search for all areas of computational research. Areas we have a particular interest are especially encouraged to apply:
Vanderbilt University is a private university located on 330 park-like acres on the western edge of downtown Nashville, Tennessee. Nashville is a regional center for culture and technology which has been growing alongside the University since Vanderbilt's opening 150 years ago, in 1875.
Qualifications
Candidates must have a Ph.D. in computer science, psychology, biology (or a related field such as statistics, data science, communications, or neuroscience). Candidates must have a research program with a strong record of peer-reviewed publications using advanced computational methods (such as computational modeling, machine learning, AI, or algorithm development). Candidates should also have a track record of contributing to multidisciplinary and/or multi-institutional collaborative research projects. Teaching in the College of Connected Computing is a component of this position.
Application Instructions
To proceed administratively, we ask that candidates provide information to Vanderbilt through Interfolio by following these links:
Associate or Full: https://apply.interfolio.com/175978
Assistant (TT): https://apply.interfolio.com/175958
Please provide a cover letter, curriculum vitae, research statement, teaching statement, service statement (for associate/full professors), evaluations of teaching (if available), and 3 to 5 contacts for letters of reference. The cover letter should articulate the applicant's specific interest in this position, explain how this role aligns with their career goals, and/or discuss their fit. Application review will begin November 1, 2025.
The priority deadline for Computational Psychology is 11/1/2025, and for AI, Computational Biology, and others, it is 12/1/2025.
Vanderbilt University is conducting a search for multiple Associate or Full Professors in computer science or its intersection with psychological, informatics, or biological fields. The faculty will be part of Vanderbilt's new College of Connected Computing, housing computer science, data science, and working collaboratively on unique questions at the intersection of computing with other disciplines to advance breakthrough discoveries, with the possibility for secondary and joint appointments.
This is an open search for all areas of computational research. Areas we have a particular interest are especially encouraged to apply:
- AI (e.g., multi-modal learning, robotics, natural language processing, applied machine learning, reinforcement learning, safety & ethics, agent/reasoning models),
- Computational Psychology (e.g., computation for cognitive, social, clinical, affective, or developmental psychology; psychometrics; computational linguistics; computational neuroscience), and
- Computational Biology (e.g., genomics, proteomics, informatics, systems biology, evolutionary computation, wearables or digital health, other computational biology).
Vanderbilt University is a private university located on 330 park-like acres on the western edge of downtown Nashville, Tennessee. Nashville is a regional center for culture and technology which has been growing alongside the University since Vanderbilt's opening 150 years ago, in 1875.
Qualifications
Candidates must have a Ph.D. in computer science, psychology, biology (or a related field such as statistics, data science, communications, or neuroscience). Candidates must have a research program with a strong record of peer-reviewed publications using advanced computational methods (such as computational modeling, machine learning, AI, or algorithm development). Candidates should also have a track record of contributing to multidisciplinary and/or multi-institutional collaborative research projects. Teaching in the College of Connected Computing is a component of this position.
Application Instructions
To proceed administratively, we ask that candidates provide information to Vanderbilt through Interfolio by following these links:
Associate or Full: https://apply.interfolio.com/175978
Assistant (TT): https://apply.interfolio.com/175958
Please provide a cover letter, curriculum vitae, research statement, teaching statement, service statement (for associate/full professors), evaluations of teaching (if available), and 3 to 5 contacts for letters of reference. The cover letter should articulate the applicant's specific interest in this position, explain how this role aligns with their career goals, and/or discuss their fit. Application review will begin November 1, 2025.
The priority deadline for Computational Psychology is 11/1/2025, and for AI, Computational Biology, and others, it is 12/1/2025.
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About Vanderbilt University
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Company size
5,001 - 10,000 Employees
Headquarters location
Nashville, TN, US
Year founded
1873