Lead Machine Learning Operations Engineering

GroundTruth · Remote

Company

GroundTruth

Location

Remote

Type

Full Time

Job Description

A bit about us

GroundTruth is a media platform that drives in-store visits and other real business results. Using observed real-world consumer behavior, including location and purchase data, we create targeted advertising campaigns across all screens for advertisers. We then measure how consumers respond to the campaigns, including if they physically show up to a store location or website, to understand the real business results generated by a brand’s advertising.

Learn more at groundtruth.com.

We believe that innovative technology starts with the best talent and have been ranked one of Ad Age’s Best Places to Work in 2021, 2022, & 2023. Learn more about the perks of joining our team here.

Role: Lead Machine Learning Operations Engineering 

Location: Remote, India

Position Overview:

We are seeking a highly skilled and experienced Lead MLOps Engineer to lead and help build our efforts in developing and maintaining a robust MLOps environment. As the Lead MLOps Engineer, you will work closely with our data scientists and engineers to streamline the deployment and monitoring of machine learning models and ensure the reliability and scalability of our MLOps infrastructure.

Key Responsibilities:

  • MLOps Strategy: Develop and execute an MLOps strategy that aligns with the company's goals and objectives. This includes defining best practices, processes, and tools for model deployment and monitoring.
  • Platform Management: Lead the design and implementation of the MLOps platform, including provisioning cloud resources, containerization, and orchestration solutions.
  • Model Delivery: Oversee the delivery of machine learning models into production, ensuring reliability, scalability, and the ability to roll back in case of issues.
  • Automation: Implement automation pipelines for model training, testing, and deployment, reducing manual intervention and ensuring consistency.
  • Monitoring and Maintenance: Develop and maintain model monitoring solutions to track model performance and health. Establish alerting systems to respond to issues in real-time.
  • Collaboration: Work closely with cross-functional teams, including data scientists, software engineers, and DevOps professionals, to bridge the gap between Science and Engineering.
  • Security and Compliance: Ensure that the MLOps infrastructure adheres to security and compliance standards, including data protection and privacy regulations.
  • Documentation: Maintain clear and comprehensive documentation for all MLOps processes and workflows, making it accessible to the broader team.
  • Team Leadership: Mentor and guide junior MLOps engineers and collaborate with the broader engineering team on project planning and execution.

Required Qualifications:

  • Bachelor's or Master's degree in Computer Science or a related field.
  • 6-8 years of experience in machine learning systems management, MLOps, and DevOps.
  • Deep expertise in AWS cloud platforms (ECS, StepFunctions, SageMaker, etc) and containerization technologies (e.g., Docker).
  • Proficiency in scripting and programming languages (e.g., Python, Bash, or similar).
  • Experience with CI/CD pipelines and automation tools (e.g., GitHub Actions).
  • Excellent problem-solving and troubleshooting skills.
  • Strong leadership and communication abilities.
  • Knowledge of security and compliance in the context of machine learning.

Preferred Qualifications:

  • Relevant certifications in cloud platforms and/or DevOps.
  • Experience with open-source MLOps tools and frameworks including MLFlow, Kedro, DVC, ONNX, etc.
  • Knowledge of big data technologies and distributed computing.
  • Experience with deep learning architectures.
  • Specialized experience in an application area such as NLP, Computer Vision, LLMs, GIS, etc.

Cultural fit at GroundTruth

  • A team player who is organized, flexible and willing to adapt
  • Not afraid of new technologies and driven to learn
  • A detail-oriented person, who catches problems early and adjusts
  • A strong communicator who is able to collaborate with multiple business and engineering stakeholders and work through conflicting needs
  • A problem solver who likes to dive deep into a problem, diagnose root causes and work with multiple teams to come up with a solution

What we offer:

At GroundTruth, we want our employees to be comfortable with their benefits so they can focus on doing the work they love.

  • Parental leave- Maternity and Paternity
  • Flexible Time Offs (Earned Leaves, Sick Leaves, Birthday leave, Bereavement leave & Company Holidays)
  • In Office Daily Catered Lunch
  • Fully stocked snacks/beverages
  • Health cover for any hospitalization. Covers both nuclear family and parents
  • Covid home quarantine cover
  • Tele-med for free doctor consultation, discounts on health checkups and medicines
  • Wellness/Gym Reimbursement
  • Pet Expense Reimbursement
  • Childcare Expenses and reimbursements
  • Employee assistance program
  • Employee referral program
  • Education reimbursement program
  • Skill development program
  • Cell phone reimbursement (Mobile Subsidy program)
  • Internet reimbursement
  • Birthday treat reimbursement
  • Home office set up
  • Employee Provident Fund Scheme offering different tax saving options such as VPF and employee and employer contribution up to 12% Basic
  • Creche reimbursement
  • Co-working space reimbursement
  • NPS employer match
  • Meal card for tax benefit
  • Special benefits on salary account
  • New joiner relocation

Applicants with disabilities may be entitled to reasonable accommodations under applicable federal, state and/or local laws. If you need reasonable accommodations in the application process, please reach out to us at [email protected].

We are an equal opportunity employer and value diversity, inclusion and equity at our company. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status.

Apply Now

Date Posted

05/19/2024

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