
Machine Learning Innovator
1 day ago
Job Title: Machine Learning Innovator
">Description:
">We are seeking a highly skilled Machine Learning Engineer to join our team. You will play a critical role in designing, building, and deploying production-grade ML systems and pipelines that power key products and solutions.
">Key Responsibilities:
">- ">
- Design and develop scalable ML pipelines using Vertex AI Pipelines, Kubeflow, and Cloud Functions.">
- Build, train, tune, and deploy models using Vertex AI (AutoML and custom training jobs).">
- Collaborate with Data Scientists to productionize research models using GCP tools like BigQuery, Dataflow, and Cloud Storage.">
- Ensure end-to-end ML lifecycle management: training, validation, deployment, versioning, and monitoring.">
- Apply MLOps best practices for CI/CD in ML (model registry, pipeline automation, reproducibility).">
- Optimize model performance and cost across cloud services.">
- Work closely with cross-functional teams (Data Engineers, Product Managers, and DevOps) to deliver high-impact ML solutions.">
Required Skills:
">- ">
- A minimum of 610 years of experience in building and deploying machine learning solutions is not required.">
- Strong hands-on experience with Google Cloud Platform (GCP) services, especially Vertex AI (AutoML, Workbench, Pipelines, Model Registry), Cloud Functions, Cloud Storage, Dataflow.">
- Solid programming skills in Python (with ML libraries like scikit-learn, TensorFlow, or PyTorch).">
- Experience with CI/CD tools for ML (e.g., Cloud Build, GitHub Actions, MLflow).">
- Good understanding of ML pipeline orchestration, monitoring, and retraining strategies.">
- Exposure to containerization (Docker) and orchestration (Kubernetes).">
Preferred Skills:
">- ">
- Experience with MLOps frameworks (e.g., TFX, Kubeflow).">
- Experience with data versioning tools like DVC.">
- Exposure to multi-cloud environments or hybrid cloud setups.">
- Previous experience in large-scale enterprise ML systems.">
Benefits:
">This role offers the opportunity to work on cutting-edge projects and collaborate with experienced professionals in the field.
">About Us:
">We are a company dedicated to innovation and excellence in machine learning engineering.
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