Lightcast Occupations Taxonomy
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Machine Learning Engineer
Occupation
About
A Machine Learning Engineer specializes in designing, building, and deploying machine learning models. They utilize statistical and mathematical techniques, parallelizing processing, hyperparameter tuning, and other optimization methodologies to improve model performance. Responsibilities also include collecting and preprocessing large datasets, conducting exploratory data analysis, working closely with data engineers to understand data requirements, and engineer input variables for machine learning models.
Career Area
Information Technology and Computer Science
Occupation Group
Data Analysis and Mathematics
Occupation
Artificial Intelligence Engineer
Specialized Occupation
Machine Learning Engineer
Unique Occupation ID
23112013
Version
7.4.0
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Lightcast Occupation Taxonomy
The Lightcast Occupation Taxonomy (LOT) is an advanced framework developed to classify and organize occupations with high precision and relevance to real-world labor market data. With over 1,800 specialized occupations in its library, it is designed to address the evolving nature of job roles captured from postings and professional profiles.
As we move up in the hierarchy, subsections are exclusive to their associated category. In other words, each specialized occupation is unique to its occupation, each occupation is unique to its occupation group, and each occupation group is unique to its career area. This prevents duplicate or overlapping data when analyzing more than one occupation.
The LOT uses a proprietary classification system of four different levels: career areas, occupation groups, occupations, and specialized occupations.
As we move up in the hierarchy, subsections are exclusive to their associated category. In other words, each specialized occupation is unique to its occupation, each occupation is unique to its occupation group, and each occupation group is unique to its career area. This prevents duplicate or overlapping data when analyzing more than one occupation.
The LOT uses a proprietary classification system of four different levels: career areas, occupation groups, occupations, and specialized occupations.
Browse Occupation Categories
This occupation is part of the Lightcast Occupations Taxonomy, a library of over 1,800 job occupation categories. It is the standard used by higher education institutions, public sector organizations and Fortune 500 companies around the globe.