Demo

Machine Learning Engineer

Lightspeed DMS LLC
Provo, UT Full Time
POSTED ON 3/18/2025
AVAILABLE BEFORE 4/14/2025

The ideal candidate will leverage their expertise in machine learning to design and implement scalable models and processes for a variety of classification and data analysis tasks. A key focus of this role will be the classification of powersports, marine, and RV vehicles based on VIN (Vehicle Identification Number), HIN (Hull Identification Number), or PID (Product Identification). Additionally, the role will involve developing datasets and algorithms to support vehicle and part classification while contributing to broader machine learning initiatives.

What you'll do :

  • Design, develop, and deploy machine learning models for diverse classification tasks, including parts, VIN, HIN, and PID-based vehicle identification.
  • Implement scalable algorithms and solutions to enhance the accuracy and efficiency of classification systems.
  • Build and maintain datasets and feature engineering to support classification models and metadata generation.
  • Ensure datasets are accurate, comprehensive, and updated regularly.
  • Explore and incorporate new data sources to improve model performance and extend metadata for vehicle and part identification.
  • Create ETL (Extract, Transform, Load) pipelines to ingest, clean, and preprocess data from various sources.
  • Automate data workflows to streamline the integration of new data sources and enhance scalability.
  • Collaborate with internal teams, OEMs, and aftermarket suppliers to acquire and integrate relevant data.
  • Work with cross-functional teams to align machine learning projects with organizational objectives.
  • Continuously evaluate and fine-tune machine learning models to improve their performance and reliability.
  • Conduct experiments and validation tests to ensure the robustness of implemented solutions.
  • Document workflows, methodologies, and results for internal use and knowledge sharing.
  • Develop reports and visualizations to communicate findings and model performance to stakeholders.

Requirements

What you should have :

  • Bachelor's degree in computer science, information systems, or a related field.
  • Experience building and deploying machine learning models at scale.
  • Proficiency in Python and machine learning libraries such as MLFlow, TensorFlow, or scikit-learn.
  • Strong understanding of data preprocessing, feature engineering, and model evaluation techniques.
  • Strong analytical and problem-solving skills, with a keen attention to detail.
  • Excellent communication and interpersonal skills, with the ability to effectively collaborate with clients and internal teams.
  • Experience working in the Powersports, Marine, or RV industries is preferred but not required.
  • Ability to work independently and manage multiple projects simultaneously.
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