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Physics Informed Machine Learning Jobs in Vero Beach, FL

Physics Informed Machine Learning information

See Vero Beach, FL salary details

$4

$17

$22

How much do physics informed machine learning jobs pay per hour?

As of Aug 18, 2026, the average hourly pay for physics informed machine learning in Vero Beach, FL is $17.68, according to ZipRecruiter salary data. Most workers in this role earn between $11.01 and $22.45 per hour, depending on experience, location, and employer.

What is a physics informed machine learning?

A Physics Informed Machine Learning (PIML) job involves developing AI models that integrate physics-based principles to improve accuracy, interpretability, and generalization. Professionals in this role use machine learning techniques alongside domain knowledge in physics, engineering, or applied sciences to solve complex problems in areas like fluid dynamics, materials science, and climate modeling. Responsibilities often include designing algorithms, implementing simulations, and validating results against experimental or real-world data. Employers typically seek expertise in deep learning, numerical methods, and programming languages like Python.

What are the typical challenges faced by professionals working in physics informed machine learning roles?

Professionals in Physics Informed Machine Learning often encounter challenges integrating complex physical theories with advanced machine learning models, requiring deep domain knowledge and strong technical skills. Balancing model accuracy with computational efficiency and ensuring that models are both interpretable and generalizable can be demanding. Collaboration with domain experts, data scientists, and engineers is common, as projects often span multiple disciplines. Successfully navigating these challenges provides valuable experience and is highly regarded, often leading to further career advancement in research, engineering, or leadership positions.

What are the key skills and qualifications needed to thrive in the physics informed machine learning position, and why are they important?

To thrive in Physics Informed Machine Learning, you need a solid background in physics, strong mathematical and statistical skills, and experience with machine learning algorithms, typically supported by an advanced degree in a relevant field. Proficiency with programming languages like Python, frameworks such as TensorFlow or PyTorch, and familiarity with numerical simulation tools are commonly required. Effective problem-solving, clear communication, and the ability to collaborate with interdisciplinary teams make a significant impact in this role. These capabilities are essential for developing robust, interpretable machine learning models that leverage physical laws to solve complex, real-world problems.

What are popular job titles related to Physics Informed Machine Learning jobs in Vero Beach, FL?

For Physics Informed Machine Learning jobs in Vero Beach, FL, the most frequently searched job titles are:

What cities near Vero Beach, FL are hiring for Physics Informed Machine Learning jobs?

Cities near Vero Beach, FL with the most Physics Informed Machine Learning job openings:

Experienced Lift Truck Technician (Shop & Field)

Ring Power Corporation

Palm Bay, FL

Full-time

Re-posted 15 days ago


Ring Power rating

8.3

Company rating: 8.3 out of 10

Based on 30 frontline employees who took The Breakroom Quiz

50th of 174 rated vehicle equipment hire


Job description

Main Duties & ResponsibilitiesPrimary Job Role

Repairs or replaces defective parts on machinery/equipment. Disassembles components and properly clean parts. Inspects components to ensure maximum parts are being reused to control repair costs. Tests, diagnoses and adjusts failures of equipment.

Creates repair estimates and submits information to substantiate quotes and estimates. Prepares all parts requisitions, time cards, or service reports, as requested by the supervisor. Ensures they are legible and accurate with sufficient detail for service accounting needs.

Monitors job expenses versus repair estimates and ensures that the lead person is aware of any cost over run, prior to the job being completed. Assumes the lead person position temporarily, as necessary.

Demonstrates utilization of dealer computer systems for work orders and other documentation.

Maintains a minimum set of tools required for job performance

Works in a neat, orderly, and safe manner while caring for and maintaining company machines/equipment.

Maintains personal company service literature, and maintains a high awareness of technical changes in the industry.

Performs other duties as assigned.

 Essential Job Competencies

Safety: fully supports, encourages and follows safe work behavior, and considers safety of paramount importance in the workplace.

Job Specific Skills: Demonstrates the required depth and mastery of knowledge and skill associated with the job as identified in the Learning Management System (LMS) and other applicable sources. Demonstrates the effective application of the job specific knowledge, skills and ability required to resolve job related challenges in the workplace. Refer to job specific training requirements for the job identified in the LMS.

Communication: Uses active listening skills, conveying information with the appropriate medium that is clear and easily understood. Uses feedback to verify effective and accurate communication has occurred. Ensures that others having a need to know are kept informed about developments, progress, problems and plans through consistent, effective communication. Avoids surprises.

Information Gathering: Checks all appropriate sources in identifying the information needed for analysis and decision making. Uses skillful methods in obtaining high quality relevant information. Checks work to ensure accuracy and completeness. Compares observations or finished work to what is expected to find inconsistencies. Clearly documents sources, and organizes the information according to the research needs.

Planning and Organizing: Creates realistic schedules and follows them. Evaluates progress against schedule and goal. Identifies the sequence of tasks and the resources needed to achieve a goal, and prioritizes key action steps. Anticipates the impacts / risks of actions. Seeks and uses others' input about critical actions, timelines, sequencing, scope, methodology, expected outcomes, and priorities. Adjusts plans based on input.

Takes Initiative: Takes appropriate action to resolve issues without requiring direction. Seeks out others involved in a situation to learn their perspectives. Makes difficult decisions in a timely manner. Is willing to make decisions in difficult or ambiguous situations, when time is critical. Assertive in a group when it is necessary to facilitate change, overcome an impasse, face issues, or ensure that decisions are made.

Customer Oriented: Demonstrates concern for satisfying external and/or internal customers. Responsive, quickly and effectively addresses customer concerns or problems. Assures customers he/she is willing to work with them to meet their needs. Presents a cheerful, positive manner with customers.

Confidence and Drive: Confident in one's own ideas and capability to be successful; willingness to take an independent position in the face of opposition. Approaches challenging tasks with a "can-do" attitude. Driven to see projects and tasks through to successful completion, is not swayed by resistance and focuses on achievement of the initiative.

Self-Aware: Conscious of one's own feelings, character and personality and the implications for how your behavior impacts others. Understands personal goals, strengths, weaknesses and motivating forces in one's life. Has an awareness of one's most important personal beliefs and values. Accepts personal weaknesses and works to improve these areas.

Personal Development: Takes responsibility for personal learning and development by acquiring and refining technical and professional skills needed in job related areas. Obtains developmental opportunities proactively. Actively seeks and embraces growth opportunities.

Company Overview

In 1962, Ring Power Corporation became a full-line Caterpillar dealer in North Florida, and later expanded its authorized territory to include Central Florida.

Today, Ring Power Corporate headquarters in St. Augustine oversees the operations of 18 branch locations throughout the state of Florida, including large regional facilities in Tampa and Orlando and crane and forklift sales and service facilities in Pompano. Ring Power also has eight facilities outside of Florida - The Carolinas, Georgia, Texas & Tennessee- to serve the needs of other specialized industries and customers.

Ring Power Corporation has become one of the largest Caterpillar dealers in the Southeastern United States through dedication to the mission of customer service. In order to preserve the "Customers First" reputation that Ring Power was built on, we continually train our employees and work closely with our customers to assure complete satisfaction, especially after the sale.

Currently, more than 2,300 employees at 20+ locations throughout Florida and the United States work hard to provide the highest quality construction equipment, backed by responsive, professional service and support at every level.

QualificationsEducation and ExperienceFormal EducationHigh School diploma or GED Experience1-10+Required / Credentials

Able to easily and effectively comprehend written material and communicate orally and in writing with employees and customers.

Must posses a valid Class D Driver's License.

Not Required but Highly Desired Criteria

A specialized technical course or equivalent years experience as a Technician preferred.

Updating of Knowledge

Job requirements occasionally change requiring re-training to stay current every 3-5 years.

Responsibility for Change, Innovation, Overall Improvement, and/or EffectivenessProblem Solving - Job requires basic problem solving ability using established examples / guidance. Creativity - Job requires some creativity to generate solutions or improve effectiveness within well-established boundaries. Autonomy - Job is not normally monitored, but overall objectives are clearly defined. Use of discretion in how the work is done, setting priorities and decision making is encouraged. More emphasis is placed on achieving the desired outcome, not on controlling the process.Working EnvironmentStress Load - Regular exposure to these stresses (20-80% of the time). Workload Fluctuation - Job involves occasional changes in priorities, complexity and/or quantity of work. Work Schedule - Work is typically performed during regular business hours with occasional requirements to work nights, holidays and weekends.Organizational Impact

A person's performance in this job has considerable immediate impact on expense, efficiencies or achievement of overall department objectives.

Supervisory Responsibility

Job has no subordinates / no supervisory responsibility (may work independently or as a member of a team)

Physical Demands
  • "NA": Not Applicable
  • "O": Occasionally - (up to 3 hours/day)
  • "F": Frequently - (3-6 hours/day)
  • "C": Constantly - (6-8 hours/day)
F: ClimbingO: BalancingO: StoopingF: KneelingF: CrouchingO: CrawlingF: ReachingC: StandingF: SittingF: WalkingO: FeelingF: FingeringF: GraspingF: Repetitive MotionC: TalkingC: HearingF: Pushing - Up to 25 lbs.F: Pulling - Up to 25 lbs.F: Lifting - Up to 25 lbs.O: Pushing - 26-50 lbsO: Pulling - 26-50 lbs.O: Lifting - 26-50 lbs.O: Pushing - Over 50 lbs.O: Pulling - Over 50 lbs.O: Lifting - Over 50 lbs.Environmental Conditions
  • "NA": Not Applicable
  • "O": Occasionally - (up to 3 hours/day)
  • "F": Frequently - (3-6 hours/day)
  • "C": Constantly - (6-8 hours/day)
O: Inside conditions: Protection from weather but not necessarily from temperature change.C: Outside environmental conditions: No effective protection from weather.O: Extreme cold: Temperatures below 32 degrees for periods of more than one hour.F: Extreme heat: Temperatures above 100 degrees for periods of more than one hour.F: Noise: sufficient noise to cause the worker to shout to be heard above the ambient noise levelF: Vibration: Exposure to oscillating movements of the extremities of whole body.F: Hazards: Includes a variety of physical conditions (i.e. proximity to moving mechanical parts, electrical current, working in high places, exposure to heat and/or chemicals.F: Atmospheric conditions: One or more of the following conditions that affect the respiratory system or the skin: Fumes, odors, dust, mists, gases or poor ventilation.F: Oils: There is air and/or skin exposure to oils and other cutting fluids.O: Air particulates / contaminants: the worker is required to wear respirator. RING POWER CORPORATION, INC. IS AN EQUAL OPPORTUNITY EMPLOYEREmployment Type: OTHER

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