ML Engineer Jobs in Maryland
ML Engineer jobs in Maryland are concentrated in the Baltimore metro, the D.C. suburbs of Montgomery and Prince George's counties, and the Annapolis Junction corridor, where defense contractors, federal agencies, and life sciences firms drive consistent demand. Employers such as Northrop Grumman, Leidos, and Johns Hopkins Applied Physics Laboratory hire ml engineers at every level, from early-career roles building data pipelines to senior engineers leading computer vision and NLP initiatives. Natural language processing, computer vision, and reinforcement learning applied to national security and biomedical research are the most in-demand specialties in Maryland right now. Scan the live roles below and apply to whichever ones fit.
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Build to something to be proud of.
Captivation has built a reputation on providing customers exactly what is needed in a timely manner. Our team of engineers take pride in what they develop and constantly innovate to provide the best solution. Captivation is looking for software developers who can get stuff done while making a difference in support of the mission to protect our country.
Description
Captivation Software is looking for a mid level AI/ML engineer who will be responsible for designing, creating, testing, and productizing AI/ML algorithms to solve business challenges
Responsibilities
- Select appropriate data sets
- Perform statistical analysis
- Run machine learning algorithms
- Use results to improve models
- Train and retrain systems when needed
- Experience in working with various ML libraries and packages
- Run standard test and evaluation protocols
- Provide system integration oversight
- Oversee Test and evaluation of AI and ML algorithms through an iterative design process to meet verification and validation requirements
- Research and implement a broad range of AI and ML algorithms and tools
- Design or Select appropriate data and knowledge representation methods
- Recognize software architecture, data modelling, and data structures
- Transform and convert data science prototypes into scalable solutions
- Verify data and model output quality
- Identify differences in data distribution that affect model performance
Requirements
Security Clearance:
- Must currently hold a Top Secret/SCI U.S. Government security clearance with a favorable Polygraph, therefore all candidates must be a U.S. citizen
Minimum Qualifications:
- Five (5) years of experience deploying machine learning algorithms is required.
- A Master's or Ph.D. degree in advanced math, artificial intelligence, data science, computer science or deep learning from an accredited college or university is required.
- 5 additional years machine learning experience with a relevant Bachelor's degree may be substituted for a Master's degree.
Required Skills:
- Demonstrated abilities in software engineering and AI/ML model test and evaluation.
This position is open for direct hires only. We will not consider candidates from third party staffing/recruiting firms.
Benefits
- Annual Salary: $130,000 - $270,000 (Depends on the Years of Experience)
- Up to 20% 401k contribution (No Matching Required and Vested from Day 1)
- Above Market Hourly Rates
- $3,600 HSA Contribution
- 6 Weeks Paid Time Off
- Company Paid Employee Medical/Dental/Vision Insurance/Life Insurance/Short-Term & Long-Term Disability/AD&D
See All 26 ML Engineer Jobs in Maryland
Find roles in Maryland that match your experience and apply in just a few clicks.
Find ML Engineer JobsML Engineer Jobs by City in Maryland
Where Maryland roles are concentrated, by current openings.
ML Engineer Job Market in Maryland
A snapshot from current Maryland openings, updated as new roles post.
Who's Hiring



Top Industries Hiring
- Insurance
- Education
- Science & Research
- Aerospace & Defense
- Government & Public Sector
What Maryland Employers Look For
The qualifications that appear most often in ML engineer jobs across Maryland.
- Bachelor's or master's degree in computer science, statistics, or a related quantitative field
- Proficiency in Python and core ML frameworks such as TensorFlow, PyTorch, or scikit-learn
- Experience designing, training, and deploying machine learning models in production environments
- Familiarity with cloud platforms including AWS, Azure, or Google Cloud for ML workloads
- Active U.S. security clearance or eligibility to obtain one for Maryland defense and federal roles
- Strong grasp of data preprocessing, feature engineering, and model evaluation methodologies
ML Engineer Jobs in Maryland: Frequently Asked Questions
How do you become a ml engineer in Maryland?
Becoming a ml engineer in Maryland typically starts with a bachelor's degree in computer science, mathematics, or a closely related field, though many roles at Maryland defense contractors and federal agencies prefer or require a master's degree. Maryland has no state-issued license specific to ml engineering, so the path centers on building a portfolio of deployed models, earning cloud certifications from AWS or Google, and, for the large share of Maryland roles tied to government work, pursuing a security clearance early in your career.
Which companies hire ml engineers in Maryland?
Maryland ml engineer roles are posted by Johns Hopkins University Applied Physics Laboratory, GEICO, and RealmOne and others right now, based on current listings on Migrate Mate as of September 2026. Maryland's concentration of defense primes, federal research labs, and university-affiliated health systems means ml engineer openings appear consistently across a wider range of industry sectors than most states.
Which Maryland cities have the most ml engineer jobs?
Laurel, Annapolis Junction, and Bethesda have the most ml engineer openings in Maryland. Baltimore's anchor in Johns Hopkins-affiliated institutions and major health systems drives demand there, while the Montgomery County and Bethesda corridor reflects the dense presence of federal agencies, NIH-linked research organizations, and defense contractors that have long made that area one of the most active technology hiring markets on the East Coast.
Are there remote ml engineer jobs in Maryland?
Yes, and more than most fields. About 75% of ml engineer openings tied to Maryland are remote or hybrid as of September 2026, reflecting how portable ML development and model training work tends to be. Fully remote arrangements are most common in roles focused on model development and research, while positions requiring access to classified systems or sensitive government infrastructure are more likely to require on-site presence at a cleared facility.
How can I get hired as a ml engineer in Maryland with little or no experience?
The most realistic entry path is through a data analyst or data engineer role at one of Maryland's large health systems or federal contractors, then transitioning into ML work as you build applied skills. Johns Hopkins Health System, University of Maryland Medical Center, and Booz Allen Hamilton each run new-graduate and associate programs that place candidates without direct ML titles into analytical roles with ML components. Building a public portfolio of end-to-end projects on GitHub and completing a cloud ML certification gives Maryland applicants a concrete edge in early-career screening.
Where can I find and apply to ml engineer jobs in Maryland?
You can find and apply to ml engineer jobs in Maryland on Migrate Mate, which lists current Maryland openings updated in real time. Search the listings for roles that match your experience level and specialization, then apply directly to the ones that fit.
See All 26 ML Engineer Jobs in Maryland
Find roles in Maryland that match your experience and apply in just a few clicks.
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