Friday , March 1 2024

Machine Learning Engineer – State Farm Employment

Website State Farm

Job Description:

One Company…….Many Careers! For over 95 years, data has been key to State Farm. As a member of our data science team, you will work across the organization to solve business problems and help achieve business strategies. You will employ sophisticated, statistical approaches and state of the art technology. You will build and refine our tools/techniques and engage with internal stakeholders across the organization to improve our products & services. Implementing solutions is critical for success. You will do problem identification, solution proposal & presentation to a wide variety of management & technical audiences. This challenging career requires you to work on multiple concurrent projects in a community setting, developing yourself and others, and advancing data science both at State Farm and externally

Job Responsibilities:

  • Build solutions that optimize data science and analytic workflows
  • Utilize best practices for code version control using Git
  • Assists in providing computer science related guidance
  • Develop and support strategic enhancements to machine learning operations that support data science
  • Participate in research to maximize code and model reusability
  • Builds and supports machine learning model deployment solutions that provide value to the business
  • Optimize machine learning model for deployment, including hyper-parameter tuning automation, scalability, and distributed learning
  • Demonstrates up-to-date expertise in software engineering practices and applies this to the development, execution, and improvement of machine learning models
  • DevOps practices for continuous integration and continuous delivery of machine learning models
  • Work with a wide variety of models, including text analytics, natural language processing, and computer vision models

Job Requirements:

  • Git – Best practices
  • Continuous Integration / Continuous Delivery using Gitlab – CI
  • Containerization – Docker, Kubernetes
  • AWS
  • Hadoop Technologies
  • ML workflows – Kubeflow, MLflow

Qualification & Experience:

  • Data preparation, feature engineering workflows
  • Software Engineering – Classes, functions, Pycharm, unit tests, Pylint
  • Asynchronous, near and real-time model deployment experience
  • Linux
  • Python – Pandas, Numpy, Sipy, Flask, Jupyter notebooks
  • Modeling – Scikit-learn, tensorflow, h2o, pyspark
  • Batch, synchronous model deployment experience

Job Details:

Company: State Farm

Vacancy Type:  Full Time

Job Location: Dallas, TX, US

Application Deadline: N/A

Apply Here