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Machine Learning Engineer Position
2 weeks ago
We are seeking a talented Senior Machine Learning Engineer to join our technology team at ClickJobs. The ideal candidate will have a strong background in machine learning and experience designing and building data-intensive solutions.
Key Responsibilities:- Design, build, and deliver ML models and components that solve real-world business problems, working closely with Product and Data Science teams.
- Inform ML infrastructure decisions using understanding of ML modeling techniques and issues, including choice of model, data, feature selection, model training, hyperparameter tuning, dimensionality, bias/variance, and validation.
- Solve complex problems by writing and testing application code, developing and validating ML models, and automating tests and deployment.
- Collaborate as part of a cross-functional Agile team to create and enhance software that enables state-of-the-art big data and ML applications.
- Retrain, maintain, and monitor models in production.
- Leverage or build cloud-based architectures, technologies, and/or platforms to deliver optimized ML models at scale.
- Construct optimized data pipelines to feed ML models.
- Leverage continuous integration and continuous deployment best practices, including test automation and monitoring, to ensure successful deployment of ML models and application code.
- Ensure all code is well-managed to reduce vulnerabilities, models are well-governed from a risk perspective, and the ML follows best practices in Responsible and Explainable AI.
- Bachelor's degree in Computer Science, Electrical Engineering, Mathematics, or a related field.
- At least 4 years of experience programming with Python, Scala, or Java.
- At least 3 years of experience designing and building data-intensive solutions using distributed computing.
- At least 2 years of on-the-job experience with an industry-recognized ML framework (scikit-learn, PyTorch, Dask, Spark, or TensorFlow).
- At least 1 year of experience productionizing, monitoring, and maintaining models.