Machine Learning APM

About Overwatch Mission Critical Overwatch is a service-disabled Veteran-owned small business (SDVOB) certified through the national veterans business development council (NVBDC), offering construction professional services, talent acquisition, and general contractor for the mission-critical infrastructure industry. Our mission is the construction and management of state-of-the-art data centers with the precision and reliability this industry demands. From high-end engineers to seasoned professionals, we deploy the people you need to get your data center off the ground. At Overwatch, it's more than a job. It's purpose.

Position Summary

The Machine Learning (ML) Project Manager will be responsible for overseeing the planning, procurement, delivery, installation, coordination, and scheduling of mission-critical infrastructure supporting ML and AI deployments within data center environments. This role will serve as the primary point of contact between clients, vendors, contractors, and internal stakeholders to ensure the successful execution of projects involving high-density compute and supporting mechanical and electrical infrastructure.

Key Responsibilities

• Manage all phases of project execution from planning through closeout for machine learning and AI infrastructure deployments.
• Coordinate material procurement, tracking, expediting, and delivery schedules to ensure alignment with project milestones.
• Oversee the installation, commissioning, and turnover of mission-critical equipment including:
• In-row cooling systems
• Cooling racks and associated mechanical equipment
• UPS (Uninterruptible Power Supply) systems
• ATS (Automatic Transfer Switches)
• Chilled water and refrigerant piping systems
• Drip pans and condensate management systems
• Building Management System (BMS) and environmental controls
• Electrical distribution and supporting infrastructure
• Develop and maintain detailed project schedules while identifying and mitigating schedule risks.
• Collaborate with engineering, construction, operations, and commissioning teams to ensure project objectives are achieved safely, on time, and within budget.
• Track procurement status, lead times, logistics, and delivery schedules for critical equipment and materials.
• Facilitate coordination meetings with clients, vendors, contractors, and field teams.
• Manage change orders, RFIs, project documentation, and status reporting.
• Monitor project budgets and support cost-control initiatives throughout execution.
• Ensure compliance with all safety, quality, and operational requirements.
• Provide regular project updates to leadership and stakeholders, including schedule performance, procurement status, and risk assessments.

Required Qualifications

• Bachelor's degree in Engineering, Construction Management, Project Management, or related field preferred.
• 5+ years of experience managing mission-critical, data center, industrial, mechanical, or electrical construction projects.
• Demonstrated experience managing equipment procurement and logistics for large-scale infrastructure projects.
• Strong understanding of mechanical and electrical systems within data center environments.
• Experience managing project schedules using Microsoft Project, Primavera P6, or similar scheduling tools.
• Proven ability to coordinate multiple vendors and stakeholders in a fast-paced environment.
• Strong communication, organizational, and problem-solving skills.

Preferred Qualifications

• Experience supporting AI, machine learning, high-performance computing (HPC), or hyperscale data center deployments.
• Knowledge of liquid cooling, high-density cooling solutions, and advanced thermal management systems.
• PMP certification or equivalent project management credentials.
• Familiarity with commissioning and startup processes for mission-critical facilities.

Physical Requirements and Work Environment This position operates primarily in an active data center construction environment, encompassing both indoor and outdoor work settings. The role requires the physical ability to perform essential job functions safely and effectively in a dynamic environment that includes ongoing construction activity and evolving site conditions. The work environment includes areas and temporary structures owned, leased, or controlled by third parties over which Overwatch may have limited or no control. Because the project remains under construction, certain areas of the site — including access routes, staging zones, and temporary structures — may not yet be fully ADA-compliant until construction is complete or those third-party areas are finalized.

Physical Requirements

• Must be able to walk, stand, stoop, twist, bend, and climb stairs or ladders for extended periods while navigating uneven, unpaved, or obstructed terrain.
• Must be able to lift, carry, push, or pull up to 50 pounds on an occasional basis.
• Must be able to drive between job sites and access all areas of an active construction zone, including raised platforms, scaffolding, and confined spaces.
• Must be able to tolerate exposure to outdoor weather conditions, dust, and construction-related noise, vibrations, and odors.
• Must be able to communicate effectively with contractors, engineers, and site personnel, and maintain situational awareness in high-activity environments.
• Personal protective equipment (PPE), including hard hats, safety vests, hearing protection, and steel-toe boots, is required.
• Must have sufficient visual acuity to read drawings, specifications, and safety signage, and to observe site activity.

Work Environment Work is performed primarily in and around active construction areas, which may include unfinished buildings, temporary field offices, staging areas, and partially completed infrastructure. These locations may contain uneven surfaces, limited accessibility, and other conditions typical of construction projects prior to final completion. Overwatch does not control and cannot modify accessibility conditions within areas, facilities, or temporary structures owned or managed by third parties.

Reasonable Accommodation Reasonable accommodations may be made to enable qualified individuals with disabilities to perform the essential functions of this position, provided such accommodations do not create safety hazards, impede essential mobility within active work zones, or require modification of facilities not owned or controlled by Overwatch.

Benefits We offer a competitive salary and benefits package, including health insurance, dental insurance, vision insurance, 401(k) plan, and paid time off. Relocation assistance is available to support candidates transitioning to the location.

OVERWATCH is committed to creating a diverse work environment and is proud to be an Equal Opportunity Employer. OVERWATCH considers candidates regardless of race, color, religion, sex, sexual orientation, gender identity, national origin, disability or veteran status.