21 days ago
Base Salary
$126k - $165k/yr
Responsibilities
- Build, train, validate, optimize, and deploy machine learning and deep learning models.
- Gather, ingest, validate, clean, and monitor data through production data pipelines.
- Develop and maintain scalable Python APIs and microservices deployed with Kubernetes, Helm Charts, AWS, and Istio.
- Use Databricks, Spark, PySpark, and Airflow to create and orchestrate machine learning workflows.
- Monitor and report on model performance using Prometheus, Grafana, Kubernetes, and Istio.
- Develop, test, debug, and version-control software; perform CI/CD and validate solutions from internal and external partners.
- Create technical documentation, evaluation plans, reports, proof-of-concept solutions, case studies, and intellectual property such as patents.
- Collaborate with teams outside the immediate work group and represent the team in resolving technical issues.
Requirements
- Master's degree or foreign equivalent in Computer Science, Engineering, or a related technical field.
- At least one year of experience building and training machine learning and deep learning models with TensorFlow, PyTorch, Databricks, and Spark.
- Experience gathering training data with Jenkins; developing, testing, and debugging Python software; and developing scalable Python APIs.
- Experience developing microservices with Kubernetes, Helm Charts, AWS, and Istio.
- Experience translating and optimizing machine learning models and reporting model performance with Prometheus, Grafana, Kubernetes, and Istio.
- Experience with Git, Agile development, and CI/CD using Jenkins.
Benefits
- Benefits are provided through Comcast's benefits program, with details available on the company benefits site.
- The position is eligible to work remotely one day per week under company policy; Comcast generally prefers on-site collaboration unless a team is designated virtual.
- Eligible employees may receive bonus compensation and personalized physical, financial, and emotional support resources.
Tech Stack
Apache AirflowApache SparkAWSDatabricksGitGitHub ActionsGrafanaIstioJenkinsKubernetesPrometheusPythonPyTorchTensorFlow
Categories
About Comcast
Welcome to Comcast. From the connectivity and platforms we provide to the content and experiences we create, we bring people together, globally. Our people think the world of our work, and that’s why our work is the best in the world.