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Machine Learning Engineer Quantization Jobs in Brainerd, MN

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Machine Learning Engineer Quantization information

See Brainerd, MN salary details

$30.8K

$126K

$189.3K

How much do machine learning engineer quantization jobs pay per year?

As of Jul 10, 2026, the average yearly pay for machine learning engineer quantization in Brainerd, MN is $125,990.00, according to ZipRecruiter salary data. Most workers in this role earn between $99,300.00 and $151,700.00 per year, depending on experience, location, and employer.

What are some common challenges Machine Learning Engineers face when implementing quantization techniques in production models?

Machine Learning Engineers working on quantization often encounter challenges such as balancing reduced model size and computational efficiency with maintaining acceptable accuracy levels. Adapting quantization methods to different hardware platforms can also require significant testing and optimization. Additionally, engineers must frequently address compatibility issues with existing deployment pipelines and ensure that quantization-aware training is properly integrated to minimize performance degradation. Collaboration with hardware and software teams is essential to streamline deployment and achieve optimal results.

What are the key skills and qualifications needed to thrive as a Machine Learning Engineer Quantization, and why are they important?

To thrive as a Machine Learning Engineer Quantization, you need a solid background in machine learning, deep learning, and computer science, typically supported by a degree in a related field. Familiarity with quantization techniques, frameworks such as TensorFlow Lite or PyTorch, and experience with hardware accelerators are crucial. Strong problem-solving skills, attention to detail, and effective collaboration set top performers apart. These capabilities are vital for efficiently deploying high-performing models on resource-constrained devices and ensuring scalable, real-world AI solutions.

What does a Machine Learning Engineer Quantization do?

A Machine Learning Engineer specializing in quantization focuses on optimizing machine learning models by reducing their size and computational requirements without significantly sacrificing accuracy. This involves converting model parameters and computations from high-precision formats (like 32-bit floating point) to lower-precision formats (such as 8-bit integers). Quantization enables faster inference, lower memory usage, and allows models to run efficiently on edge devices and mobile platforms. These engineers work closely with data scientists and hardware teams to implement, test, and validate quantized models in production environments.

What is the difference between Machine Learning Engineer Quantization vs Data Scientist?

AspectMachine Learning Engineer QuantizationData Scientist
Required CredentialsBachelor's or master's in CS, ML, or related; certifications in ML or AIBachelor's or master's in statistics, CS, or related; certifications in data analysis or statistics
Work EnvironmentDeveloping optimized ML models, deploying quantized models for efficiencyAnalyzing data, building predictive models, interpreting results
Industry UsageTech companies, AI hardware firms, embedded systemsFinance, healthcare, marketing, research institutions

Machine Learning Engineer Quantization focuses on optimizing ML models for deployment efficiency, often working closely with hardware and software teams. Data Scientists analyze data and build models for insights. While both roles require ML knowledge, quantization engineers specialize in model compression techniques, whereas data scientists focus on data analysis and interpretation.

What job categories do people searching Machine Learning Engineer Quantization jobs in Brainerd, MN look for? The top searched job categories for Machine Learning Engineer Quantization jobs in Brainerd, MN are:
Machine Learning Engineer Quantization jobs near you
Brainerd Learning Center Day Engineer - 6:00am - 2:30pm

Brainerd Learning Center Day Engineer - 6:00am - 2:30pm

Brainerd Public Schools

Brainerd, MN • On-site

$16.29 - $29.60/hr

Full-time, Contractor

Posted 12 days ago

Job description

Position Type:
Maintenance/Custodial/Building Engineer
Date Posted:
5/29/2026
Location:
Brainerd Learning Center
Position Title: Elementary Day Engineer
Department/Building: Brainerd Learning Center
Reports to: Director of Building & Grounds
Position Duty Days/Contract: 12 months, 8 hour days
Link to Union Contract
Salary Range: $16.29-$29.60 per hour
Position Function:
Under the direct supervision of the Director of Buildings and Grounds, the day engineer will maintain high custodial standards, conduct
maintenance in school buildings and grounds; maintain equipment in functional condition; and possess excellent time management and
communication skills.
License Requirements:
  • 1st Class C Boilers License or ability to obtain license within timeframe agreed upon by building and grounds director

Essential Functions:
  • All Custodian Duties Plus:
  • Regulate heating, ventilation, and cooling mechanical systems
  • Maintenance and repair of plumbing and electrical systems
  • Maintenance and repair of fire and clock systems
  • Repair and maintenance of kitchen and cafeteria equipment
  • Carpentry skills
  • Computer skills
  • Manage energy recovery systems and hydronics building heating systems
  • Order/maintain chemical supplies
  • Ensure all activities (School District and Community) are supported
  • Ensure that all areas of building are secure
  • Communicate any building or personnel issues to the Director of Buildings and Grounds

Safety sensitive Job Duties:
  • Boiler operation
  • Lockout/tagout
  • Confined space entry
  • Maintain and operate lawn & tractor equipment
  • Maintain and operate weed whips and other lawn maintenance equipment
  • Maintain and operate snow removal equipment
  • Operate aerial lifts over ten feet

Additional Duties:
  • Eligible to operate school district vehicles according to District guidelines
  • Schedule and oversee maintenance activities
  • Schedule and supervise employees

Note: The above description is illustrative of tasks and
responsibilities. It is not meant to be all inclusive of every task or
responsibility.
Equipment:
Uses hand tools of trade and related power equipment, i.e., brooms, mops, floor cleaning and waxing machines, vacuum cleaners,
snow blowers, shovels, power mower and hand tools.
Safety Requirements:
  • Follows all applicable safety rules, procedures and regulations governing the proper use of tools and power equipment used in the performance of duties.
  • Use appropriate safety gear.
  • Must comply with school district's chemical hygiene program and follow SDS's

Knowledge, Skills and Abilities:
  • Ability to follow oral or written work orders from supervisor, and to coordinate work with principal and others.
  • Ability to read, write and speak English fluently.
  • Ability to describe orally or in writing cleaning, maintenance or repair problems as needed.
  • Ability to establish and maintain cooperative working relationships with students, staff and others contacted in the course of work.
  • Ability to add, subtract, multiply and divide all units of measure.
  • Ability to work in poor weather conditions, including heat, cold, rain, or snow.
  • Ability to work above ground from ladders and automatic lifts.
  • Ability to perform work according to standard procedures and schedule set forth by supervisor(s).

Physical and Mental Demands, Work Hazards:
  • Works in standard office and school building environments.
  • Ability to work outdoors in inclement weather conditions.
  • Ability to lift up to 50 pounds.
  • Ability to frequently walk, bend, twist, turn, crouch, etc.
  • Ability to see and hear to the extent necessary to perform essential duties.
  • Exposure to cleaning chemicals, solvents and contaminated trash, grasses, pollens, etc.

Qualifications Profile:
  • Any combination of education and experience providing the required skill and knowledge for successful performance would be qualifying.

Typical qualifications would be equivalent to:
  • High School Diploma or completion of sufficient education to successfully perform the duties of the position.
  • Previous experience in building maintenance and cleaning.
  • MN Motor Vehicle Operator's license or ability to provide own transportation.

Application Procedure:
Apply online

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