
AI Model Developer
7 days ago
We are seeking a highly skilled Machine Learning Engineer to join our team.
- This role involves designing, building, and deploying robust machine learning models in a production environment.
- The ideal candidate will have experience with AWS SageMaker, data scientists, and MLOps best practices.
Responsibilities:
- Pipeline Development: Design, develop, and deploy end-to-end machine learning pipelines on AWS SageMaker.
- Collaboration: Collaborate with data scientists to translate models and algorithms into production-ready code.
- Lifecycle Management: Manage the entire machine learning lifecycle, including data ingestion, model training, validation, and deployment.
- Automation: Implement MLOps best practices to automate workflows and ensure model performance and reliability.
- Optimization: Optimize ML models for performance, scalability, and cost efficiency on the AWS platform.
- Monitoring and Troubleshooting: Monitor and troubleshoot deployed models to ensure they meet performance and business requirements.
- Professional Development: Stay current with the latest advancements in machine learning and cloud technologies.
Qualifications:
- Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
- 3+ years of experience in a machine learning or data science role.
- Hands-on experience with AWS services, specifically SageMaker.
- Proficiency in Python and standard ML libraries (e.g., scikit-learn, TensorFlow, PyTorch).
- Experience with containerization technologies like Docker.
- Solid understanding of MLOps principles and tools for CI/CD.
- Knowledge of data engineering principles and experience with big data technologies (e.g., Spark, Hadoop).
- Strong problem-solving skills and the ability to work in a collaborative environment.
Preferred Qualifications:
- Experience with other AWS services such as S3, Lambda, Glue, and Redshift.
- Certifications such as AWS Certified Machine Learning – Specialty.
- Experience with model serving frameworks (e.g., Flask, FastAPI).
- Experience with version control systems like Git.
- Familiarity with agile development methodologies.
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