- Leading the development and implementation of MLOps infrastructure and tools for machine learning models
- Collaborating with cross-functional teams to identify, prioritize and solve business problems using machine learning techniques
- Designing, developing and implementing production-grade machine learning models that meet business requirements
- Overseeing the training, testing, and validation of machine learning models
- Ensuring that machine learning models meet high-quality standards, including scalability, maintainability, and performance
- Design and implement efficient development environments and processes for ML applications.
- Communicating with stakeholders and senior management to provide updates on the progress of machine learning projects
- Developing assets, accelerators and thought capital for your practice by providing best in class framework and reusable components
- Developing and maintaining MLOps pipelines to automate machine learning workflows and integrating them with existing IT systems
- Integrating Generative AI models based solutions within the broader machine learning ecosystem, ensuring they adhere to ethical guidelines and serve the intended business purposes
- Implementing robust monitoring and governance mechanisms for Generative AI models based solutions to ensure they evolve in alignment with business needs and regulatory standards
- Bachelor's degree in Computer Science, Electrical Engineering, Mathematics, Statistics, or a related field
- 4+ years of experience in developing and deploying machine learning models in production environments
- Hands-on experience building production models with focus on data science operations including serverless architectures, Kubernetes, Docker/containerization, and model upkeep and maintenance
- Familiarity with API-based application architecture and API frameworks.
- Experience with CICD orchestration frameworks, such as GitHub Actions, Jenkins or Bitbucket pipelines.
- Deep understanding of software development lifecycle and maintenance.
- Extensive experience with one or more orchestration tools (e.g Airflow, Flyte, Kubeflow)
- Experience working with MLOps tools like experiment tracking, model registry tools and feature stores (e.g MLFlow, Sagemaker, Azure)
- Strong programming skills in Python and experience with libraries such as Tensorflow, Keras, or PyTorch
- Proficiency in MLOps best practices, including model training, testing, deployment, and monitoring
- Experience with cloud computing platforms, such as AWS, Azure or GCP
- Strong understanding of software engineering best practices and agile methodologies
- Strong understanding of data structures, algorithms, and machine learning techniques
- Excellent communication and collaboration skills with the ability to work in a cross-functional team environment
- Ability to work independently and self-driven with strong problem-solving skills
- Excellent communication and collaboration skills with the ability to partner well with business stakeholders.
- Experience in the pharmaceutical industry or related fields
- Advanced degree in Computer Science, Electrical Engineering, Mathematics, Statistics, or a related field
- Strong understanding of parallelization and asynchronous computation.
- Strong knowledge of data science techniques and tools, including statistical analysis, data visualization, and SQL
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MLOps Engineer - Barcelona, España - Alexion Pharmaceuticals
Descripción
MLOps Engineer
Office based in Barcelona.This is what you will do:
The MLOps Engineer reports to the IT Director of Insights and Analytics and is a critical role in Alexion IT RDU organization. You will be a key member of our IT team and play a crucial role in developing and implementing innovative machine learning solutions for our business. Your expertise in MLOps will be critical in designing, building, and deploying production-ready machine learning models at scale.
You will be responsible for:
You will need to have:
We would prefer for you to have:
Date Posted
23-abr-2024Closing Date
20-may-2024Alexion is proud to be an Equal Employment Opportunity and Affirmative Action employer. We are committed to fostering a culture of belonging where every single person can belong because of their uniqueness. The Company will not make decisions about employment, training, compensation, promotion, and other terms and conditions of employment based on race, color, religion, creed or lack thereof, sex, sexual orientation, age, ancestry, national origin, ethnicity, citizenship status, marital status, pregnancy, (including childbirth, breastfeeding, or related medical conditions), parental status (including adoption or surrogacy), military status, protected veteran status, disability, medical condition, gender identity or expression, genetic information, mental illness or other characteristics protected by law. Alexion provides reasonable accommodations to meet the needs of candidates and employees. To begin an interactive dialogue with Alexion regarding an accommodation, please contact . Alexion participates in E-Verify.
