Senior Machine Learning Engineer
4 weeks ago
We are seeking a highly skilled and experienced Lead/Senior Machine Learning Engineer to join our team at Accolite. As a key member of our data science team, you will play a critical role in operationalizing machine learning models, ensuring their quality, and driving business outcomes.
Key Responsibilities:- Conduct reviews of machine learning models to ensure compliance with platform governance principles, including versioning, data/model lineage, and code best practices.
- Develop pipelines for continuous operation, feedback, and monitoring of machine learning models, leveraging best practices from the CI/CD vertical within the MLOps domain.
- Optimize AI development environments for usability, reliability, and performance.
- Collaborate with infrastructure and application development teams to integrate machine learning models into enterprise applications.
- Work with data engineers to ensure data storage and pipelines are working as intended.
- Evaluate open-source and AI/ML platforms and tools for feasibility of usage and integration from an infrastructure perspective.
- At least 10 years of experience as a machine learning engineer, working with Python, ML libraries, and large-scale data processing frameworks.
- Advance proficiency in Python used for machine learning and automation tasks.
- Experience working with machine learning libraries such as Pandas, NumPy, H2O, or TensorFlow.
- Experience working with large-scale data processing frameworks, such as Hadoop, Spark, or Dask.
- Knowledge of OpenShift/Kubernetes is a must-have.
- Good knowledge of Bash and Unix/Linux command-line toolkit is a must-have.
- Hands-on experience building CI/CD pipelines orchestration using Jenkins, GitLab CI, GitHub Actions, or similar tools.
- Knowledge in the operationalization of data science projects (MLOps) using at least one popular framework or platform.
- Knowledge of workflow orchestrator, such as Airflow or Ctrl-M.
- Knowledge of logging and monitoring tools, such as Splunk and Geneos.
- Experience in defining processes, standards, frameworks, prototypes, and toolsets in support of AI and ML development, monitoring, testing, and operationalization.
- Experience in ML operationalization and orchestration (MLOps) tools, techniques, and platforms.
- Good knowledge of DevOps process and principles.
- Strong software engineering fundamentals.
- Excellent communication skills.
- Attention to detail.
- Analytical mind and problem-solving aptitude.
- Strong organizational skills.
- Visual thinking.
We are looking for a highly motivated and experienced professional who can drive business outcomes through the effective operationalization of machine learning models. If you have a passion for machine learning and a strong background in software engineering, we encourage you to apply for this exciting opportunity.
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