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Machine Maintenance Jobs in Washington (NOW HIRING)

AI Squared

Machine Learning Engineer

Washington, DC · On-site

We are seeking a highly skilled Machine Learning Engineer to join our core AI team ... In this role, you will focus on deploying, maintaining, and monitoring the AI/ML systems that power ...

AI Squared

Machine Learning Engineer

Washington, DC · On-site

We are seeking a highly skilled Machine Learning Engineer to join our core AI team ... In this role, you will focus on deploying, maintaining, and monitoring the AI/ML systems that power ...

Amrize

Transfer Machine Operator

Clinton, MD

$17 - $20.25/hr

Maintain clean, organized, and safe work areas, ensuring proper handling of asphalt and equipment * Demonstrate a commitment to communicating, improving and adhering to health, safety and ...

Amrize

Transfer Machine Operator

Clinton, MD

$17 - $20.25/hr

Maintain clean, organized, and safe work areas, ensuring proper handling of asphalt and equipment * Demonstrate a commitment to communicating, improving and adhering to health, safety and ...

Amrize

Transfer Machine Operator

Clinton, MD · On-site

$17 - $20.25/hr

Maintain clean, organized, and safe work areas, ensuring proper handling of asphalt and equipment * Demonstrate a commitment to communicating, improving and adhering to health, safety and ...

Amcor plc

Lead Machine Operator

Hanover, MD · On-site

$24 - $27/hr

Perform as a responsible team member to maintain a clean, safe, and effective work environment. * Operate stretch blow molding machines, pull seepage, apply SPC methodologies for initiating machine ...

Amcor

Lead Machine Operator

Hanover, MD · On-site

$24 - $27/hr

Perform as a responsible team member to maintain a clean, safe, and effective work environment. * Operate stretch blow molding machines, pull seepage, apply SPC methodologies for initiating machine ...

Monumental Markets

Route Driver Trainee

Calverton, MD · On-site

$50K/yr

Service client markets through product merchandising and coffee/water machine maintenance/cleaning * Manage market inventory, to include performing product quality checks, adjusting inventory levels ...

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All JobsMachine Maintenance JobsMachine Maintenance Jobs in Washington

Machine Maintenance information

See Washington salary details

$16

$31

$70

How much do machine maintenance jobs pay per hour?

As of Jul 13, 2026, the average hourly pay for machine maintenance in Washington is $31.31, according to ZipRecruiter salary data. Most workers in this role earn between $23.12 and $32.69 per hour, depending on experience, location, and employer.

What Is Machine Maintenance?

Machine maintenance is an umbrella term that covers a diverse selection of subspecialties. Millwrights, for example, work primarily on the installation and assembly of industrial machinery. In any machinery mechanic career, you focus on repairs and maintenance. Other responsibilities may include diagnostics and adherence to both routine and long-term maintenance schedules. You typically specialize in a particular type of product, working under a title like medical equipment service rep or wind turbine technician. Your duties may center on operations or strictly repairs. A machine maintenance position requires high-intensity labor, so physical stamina is crucial.

What are machine maintenance technicians?

Machine maintenance technicians are skilled professionals responsible for inspecting, repairing, and maintaining industrial machinery to ensure smooth operation and minimize downtime. Their duties include diagnosing mechanical issues, performing routine maintenance tasks, replacing parts, and keeping detailed service records. They work in various industries, such as manufacturing, automotive, and food processing, helping organizations keep their equipment running efficiently and safely.

What is the difference between Machine Maintenance vs Equipment Technician?

AspectMachine MaintenanceEquipment Technician
CertificationsOften requires technical certifications or vocational trainingSimilar certifications, often with additional specialization
Work EnvironmentFactories, manufacturing plants, industrial settingsManufacturing facilities, industrial environments, repair shops
Job FocusMaintaining, repairing, and servicing machineryInstalling, troubleshooting, and repairing equipment
Industry UsageCommonly used in manufacturing, production, and industrial sectorsUsed in manufacturing, industrial, and maintenance sectors

While both roles involve working with industrial equipment, Machine Maintenance primarily focuses on routine upkeep and repairs of machinery, whereas Equipment Technicians often handle installation, troubleshooting, and more complex repairs. Both roles require technical skills and certifications, and they are essential in manufacturing and industrial environments to ensure operational efficiency.

What are the key skills and qualifications needed to thrive as a Machine Maintenance Technician, and why are they important?

To thrive as a Machine Maintenance Technician, you need a solid understanding of mechanical systems, troubleshooting, and preventative maintenance practices, typically supported by a technical diploma or relevant certifications. Familiarity with tools like PLCs (Programmable Logic Controllers), CMMS (Computerized Maintenance Management Systems), and diagnostic equipment is common in this role. Strong problem-solving skills, attention to detail, and effective communication help technicians excel when responding to equipment issues and collaborating with teams. These skills ensure machinery runs efficiently, downtime is minimized, and safety standards are consistently met.

What are some common challenges faced in a Machine Maintenance role, and how can they be managed effectively?

One common challenge in Machine Maintenance is troubleshooting unexpected equipment breakdowns under time pressure, which can disrupt production schedules. Technicians often need to quickly diagnose the root cause of malfunctions and implement repairs efficiently to minimize downtime. Staying up to date with the latest maintenance technologies and maintaining thorough documentation can help manage these challenges. Effective communication with operators and other team members is also crucial for identifying recurring issues and planning preventative maintenance.
More about Machine Maintenance jobs
What are popular job titles related to Machine Maintenance jobs in Washington? For Machine Maintenance jobs in Washington, the most frequently searched job titles are:
What job categories do people searching Machine Maintenance jobs in Washington look for? The top searched job categories for Machine Maintenance jobs in Washington are:
What cities in Washington are hiring for Machine Maintenance jobs? Cities in Washington with the most Machine Maintenance job openings:
Machine Maintenance jobs near you
Machine Learning Engineer

Machine Learning Engineer

AI Squared

Washington, DC • On-site

Full-time

Posted 22 days ago

Job description

Machine Learning Engineer
Washington, DC (Hybrid)
About the Role:
We are seeking a highly skilled Machine Learning Engineer to join our core AI team. In this role, you will focus on deploying, maintaining, and monitoring the AI/ML systems that power our platform. You will work closely with data scientists, data engineers, and product teams to ensure scalable, reliable, and production-grade AI solutions. You'll play a critical role in operationalizing large language models (LLMs) and other ML systems, ensuring they run efficiently, securely, and with robust monitoring in place.
Key Responsibilities:
  • Design, implement, and maintain ML deployment pipelines for scalable production systems.
  • Operationalize large language models (LLMs) and other AI/ML models, ensuring high availability and reliability.
  • Build robust model monitoring, logging, and alerting systems to track performance and detect drift.
  • Partner with data scientists to transition models from research/prototype into production-ready deployments.
  • Develop CI/CD pipelines for ML workflows, integrating testing, validation, and automated deployment.
  • Optimize runtime performance of ML models across cloud platforms (AWS, GCP, Azure) and distributed systems.
  • Apply containerization and orchestration (Docker, Kubernetes) to enable reproducible, scalable systems.
  • Collaborate with cross-functional teams to ensure ML systems align with platform goals and business requirements.

Qualifications:
  • 5+ years of experience as a Machine Learning Engineer, MLOps Engineer, or similar role.
  • Proven experience deploying and maintaining machine learning models in production at scale.
  • Hands-on experience with ML lifecycle tooling (MLflow, Kubeflow, SageMaker, Vertex AI, or similar).
  • Strong proficiency in Python; familiarity with ML frameworks such as PyTorch or TensorFlow.
  • Deep knowledge of containerization (Docker) and orchestration (Kubernetes) for production ML systems.
  • Expertise with cloud platforms (AWS, GCP, Azure) for ML deployment and scaling.
  • Strong understanding of MLOps best practices, monitoring, and automation.
  • Excellent problem-solving skills, with an emphasis on building reliable, scalable systems.
  • Strong communication and collaboration skills across technical and non-technical teams.

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