1

Physics Informed Machine Learning Jobs in Tennessee

Leveraging advanced analytical techniques, statistical modeling, and/or machine learning, you will partner with the business to uncover opportunities, optimize performance, and drive data-informed ...

Data Scientist

Franklin, TN · Remote

$125K - $150K/yr

Leveraging advanced analytical techniques, statistical modeling, and/or machine learning, you will partner with the business to uncover opportunities, optimize performance, and drive data-informed ...

... informed decision-making and driving business growth. Within our Technology Consulting practice ... Certifications aligned to data engineering, machine learning, and cloud platforms, including AWS ...

They play a crucial role in transforming raw data into actionable insights, enabling informed decision-making and driving business growth. Those in data science and machine learning engineering at ...

next page

Showing results 1-20

Physics Informed Machine Learning information

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 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 is a Physics Informed Machine Learning job?

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 cities in Tennessee are hiring for Physics Informed Machine Learning jobs? Cities in Tennessee with the most Physics Informed Machine Learning job openings:
Infographic showing various Physics Informed Machine Learning job openings in Tennessee as of June 2026, with employment types broken down into 1% Locum Tenens, 84% Full Time, 11% Part Time, 2% Contract, and 2% Nights. Highlights an 72% Physical, 3% Hybrid, and 25% Remote job distribution.
Adjunct Faculty Pool - Physics

Adjunct Faculty Pool - Physics

TNBR Careers

Memphis, TN • On-site

Part-time

Posted 9 days ago


Job description

Southwest Tennessee Community College is a comprehensive, multicultural, public, open—access college. Southwest has four campuses/centers from which it offers over 100 programs and over 20 technical certificate programs.

We foster student success, transform lives, and increase the educational level of a growing community in Shelby County. Southwest is a Tennessee Board of Regents institution, accredited by the Commission on Colleges of the Southern Association of Colleges and Schools.

We invite you to become a part of the Southwest Team!

Title: Adjunct Faculty – Physics

Employee Classification: Faculty

Institution: Southwest Tennessee Community College

Department: Natural Sciences

Campus Location: STCC - Multiple Campus Locations

Job Summary

This is a part-time, Adjunct Faculty position in the Natural Sciences Department.
THIS POSTING IS NOT A GUARANTEE OF AN OPEN POSITION.
Applications for part-time faculty positions are accepted on a continuous basis and reviewed by the department chair when openings become available. Future teaching assignments are on a term-by-term basis, which may include fall, spring and summer.
Postings close yearly on January 31; to maintain your application within the system, you will need to re-apply each year.
At the time of application, applicants should be prepared to upload a cover letter, resume/CV, references list, statement of teaching philosophy, & an unofficial transcript.
The Adjunct Instructor is responsible for the coordination, planning, preparation, presentation, and evaluation of classroom instruction and related activities. The instructor is responsible for performing assigned teaching duties during the day, evening, or weekend on any Southwest Tennessee Community College campus. The adjunct instructor is responsible for performing assigned duties during the day, evening, or weekend on any Southwest Tennessee Community College campus.
At a minimum, the related activities include instruction, academic advising, serving on various committees, and participating in professional activities and organizations.

Job Duties

  • Prepares and delivers instruction on the topics related to Physics.
  • Compiles, administers, evaluates and grades students' class work, laboratory work, assignments, tests, and papers fairly and consistently; and keep students informed about their progress through the prompt grading of papers and other work.
  • Develops curricula and instructional material such as syllabi, homework assignments, and handouts.
  • Maintains office hours for students seeking academic advice, assists in student recruitment and retention; and assists students with course-related problems outside of the classroom.
  • Maintains accurate student attendance records, grades, and other required records in compliance with federal FERPA regulations.
  • Attends all faculty meetings, college assemblies, professional development and orientation activities, and other meetings as called by the President, Dean or Department Chair.
  • Keeps abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
  • Participates in departmental and college committees; and provides outreach service to the community.
  • May perform other duties as assign by Department Head/Dean.

Minimum Qualifications

  • 18 graduate semester hours in Physics plus a Master's degree or a Master's degree with a major in Physics.

Knowledge, Skills, and Abilities

  • Knowledge of current teaching and learning strategies to facilitate student-centered learning; experience interacting successfully with an ever-growing student population.
  • Skill in selecting and using training/instructional methods and procedures appropriate for the situation when learning or teaching new things.
  • Ability to integrate technology into course delivery.
  • Ability to communicate information and ideas in writing so others will understand.
  • Willingness and flexibility to teach classes using various instructional delivery methods at any of the four locations.

The intent of this job description is to provide a representation of the types of duties and responsibilities that will be required of positions given this title and shall not be construed as a declaration of the total specific duties and responsibilities of any particular position. Employees may be directed to perform job-related tasks other than those specifically presented in this description.

Candidates who are called for an interview must notify Human Resources in writing at least five (5) days in advance of any reasonable accommodation needed prior to the date of the interview.

First consideration will be given to current Southwest Tennessee Community College employees who meet the minimum qualifications for the position.

In order to be considered for the position, the following items must be uploaded:

  • Resume
  • Cover letter
  • Unofficial Transcripts

A summary of our benefits can be found below: 

https://www.southwest.tn.edu/hr/benefits-overview.php

Incomplete applications will not be considered.

The TBR does not discriminate on the basis of race, color, religion, creed, ethnicity, or national origin, sex, disability, age, status as a protected veteran or any other class protected by Federal or State laws and regulations and by Tennessee Board of Regents policies with respect to employment, programs, and activities. 

The following person has been designated to handle inquiries regarding nondiscrimination policies:  LeVetta Hudson, Vice President of People & Culture, myhr@southwest.tn.edu, 737 Union Ave, Memphis, TN 38103, 901-333-5000. See the full non-discrimination policy.