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Evolutionary Computing Jobs in Virginia (NOW HIRING)

... evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). • Lead technical solutioning sessions with capture teams, partners, and SMEs; develop and ...

... evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). • Lead technical solutioning sessions with capture teams, partners, and SMEs; develop and ...

Senior Principal Architect

Reston, VA · On-site

$150 - $200/hr

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

... computing in a HPC environment. Proficiency in Python and ML libraries such as scikit-learn ... Familiarity with optimization algorithms, constraint handling, and evolutionary computation.

Senior Principal Architect

Reston, VA · On-site

$176K - $282K/yr

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Senior Principal Architect

Reston, VA · On-site

$176K - $282K/yr

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Senior Principal Architect

Reston, VA · On-site

$176K - $282K/yr

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc). * Lead technical solutioning sessions with capture ...

Evolutionary Computing information

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 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 is the difference between Evolutionary Computing vs Data Scientist?

AspectEvolutionary ComputingData Scientist
Required CredentialsTypically a degree in computer science, AI, or related fields; certifications in AI or machine learningDegree in statistics, computer science, or related fields; certifications in data analysis or machine learning
Work EnvironmentResearch labs, AI development teams, academiaBusiness environments, tech companies, consulting firms
Industry UsageOptimization problems, evolutionary algorithms researchData analysis, predictive modeling, business insights
Common Search/ComparisonYesYes

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 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 cities in Virginia are hiring for Evolutionary Computing jobs? Cities in Virginia with the most Evolutionary Computing job openings:
Senior Principal Architect

Senior Principal Architect

Peraton Labs

Reston, VA • On-site

Full-time

Re-posted 7 days ago


Job description

Job Summary:
Peraton is a next-generation national security company that drives missions of consequence across the globe. They are seeking a Senior Principal Architect to serve as the technical lead for large Federal Civilian pursuits, responsible for developing innovative technical solutions and partnering with various teams to align solutions with customer missions and strategic objectives.
Responsibilities:
• Serve as Principal Architect on large federal civilian pursuits ($75M-$1B+), owning solution architecture from capture through proposal submission.
• Design enterprise architectures spanning cloud, application modernization, cybersecurity, data, AI, IT operations, and managed services tailored to customer missions.
• Develop forward-looking architectures with evolutionary pathways for emerging technologies (AI/ML, zero trust, PQC, AIOps, edge computing, etc).
• Lead technical solutioning sessions with capture teams, partners, and SMEs; develop and present solution briefings for gate reviews and executive leadership.
• Author and review technical proposal volumes - ensuring content is compelling, compliant, and discriminating against evaluation criteria.
• Conduct competitive technical analysis and articulate discriminators that create measurable separation from competitors.
• Develop deep understanding of assigned customer missions, technology environments, and strategic direction; engage directly with federal customers as a trusted advisor.
• Evaluate Peraton Labs capabilities and partner technologies for inclusion in solutions; contribute reusable frameworks and reference architectures.
Qualifications:
Required:
• Bachelors degree and 16 years of experience or a Masters degree and 14 years of experience or a High School diploma/equivalent and 20 years of experience.
• Must be a U.S. Citizen; must have the ability to obtain and maintain a Public Trust clearance
• 5+ years as a solution architect or similar role on large enterprise-level pursuits ($100M+ TCV) with end-to-end solution design responsibility.
• Demonstrated architecture experience across at least four domains: cloud (AWS/Azure/GCP/OCI), app modernization, cybersecurity/zero trust, data/AI-ML, IT ops, DevSecOps, enterprise platforms, etc.
• Proven track record winning large competitive proposals - translating complex requirements into deliverable, discriminating solutions.
• Experience presenting architectures to executive leadership, gate review panels, and federal customers including oral presentations.
• Strong understanding of federal acquisition processes, evaluation methodologies, and compliance frameworks (FedRAMP, FISMA, NIST, CMMC).
• Excellent technical writing and communication skills for both technical and executive audiences.
Preferred:
• Bachelor's degree or Masters degree in CS, Engineering, IT, or related field, and 10+ years in enterprise IT solution architecture or technical leadership preferred.
• Experience with federal civilian agencies.
• Professional certifications: AWS SA Professional, Azure SA Expert, CISSP, TOGAF, or SAFe Architect, etc.
• Experience with generative AI, agentic AI, post-quantum cryptography, AIOps, and other emerging technologies in enterprise architectures.
• Background in ITIL, Agile/SAFe delivery, DevSecOps CI/CD, and price-to-win analysis.
Company:
At Peraton Labs, we refuse to think inside the box. As Peraton’s innovation hub, we are molding the future of emerging technologies. Founded in 2018, the company is headquartered in Basking Ridge, USA, with a team of 10001+ employees. The company is currently Late Stage.