Azure MLOPs
6 Month contract initially
Based: Onsite - Wokingham
£Market rates p/d via Umbrella
We have a great opportunity with a world leading organisation where you will be provided with all of the support and development to succeed. A progressive organisation where you can really make a difference. We have a great opportunity for an Azure MLOPs Consultant on a long term program of work.
Key Responsibilities:
* Collaborate with data scientists/forecaster to deploy machine learning models into production environments.
* Follow deployment strategies in place to ensure safe and controlled rollouts.
* Design and manage the infrastructure required for hosting ML models, including Azure cloud resources.
* Utilize containerization technologies like Docker to package models and dependencies.
* Establish Azure monitoring solutions to track the performance and health of deployed models. Set up logging mechanisms to capture relevant information for debugging and auditing purposes.
* Continuously monitor and maintain models in production, ensuring optimal performance, accuracy and reliability.
* Optimize ML infrastructure for scalability and cost-effectiveness.
* Implement auto-scaling mechanisms to handle varying workloads efficiently such as parallel run
* Enforce security best practices to safeguard both the models and the data they process.
* Ensure compliance with industry regulations and data protection standards.
* Oversee the management of data pipelines and data storage systems required for model training and inference.
* Implement data versioning and lineage tracking to maintain data integrity.
* Work closely with data scientists, software engineers, and other stakeholders to understand model requirements and system constraints.
* Collaborate with DevOps teams to align MLOps practices with broader organizational goals.
* Continuously optimize and fine-tune ML models for better performance.
* Identify and address bottlenecks in the system to enhance overall efficiency.
* Maintain comprehensive documentation for deployment processes, configurations, and system architecture.
Communicate effectively with non-technical stakeholders, providing insights into the performance and impact of ML models
Key Skills & Experiences:
* Ideally 5+ years of experience in MLOps, DevOps or a related field.
* Strong understanding of machine learning principles and model lifecycle management.
* Passionate about making things work iteratively and automating + scaling them
* Deep knowledge of software development and engineering in combination with ML models
* Experience in development Azure Machine Learning or any MLOPs frameworks
* Experience with SQL and noSQL environments, Azure SQL database and Storage Account - blob is must
* Proficiency in programming languages such as Python, with hands-on experience in machine learning frameworks like TensorFlow, PyTorch, or Scikit-learn.
* Experience with cloud platforms Azure machine learning services.
* Experience with monitoring tools and practices for model performance in production.
* practical ability in creating build and release pipelines in Azure DevOps for ML artifacts
* experience in supporting real-time-inference scenarios with Azure Machine Learning
* Knowledge of tools, methods, and frameworks used by data scientists
* Familiarity with data engineering practices and tools.
* Familiarity with data formats such as GRIP, NETCDF, Parquet, and JSON is a plus.
* Azure data scientist associate certificate is plus
This is an excellent opportunity on a great project of work, If you are looking for your next exciting opportunity, apply now for your CV to reach me directly, we will respond as soon as possible.
LA International is a HMG approved ICT Recruitment and Project Solutions Consultancy, operating globally from the largest single site in the UK as an IT Consultancy or as an Employment Business & Agency depending upon the precise nature of the work, for security cleared jobs or non-clearance vacancies, LA International welcome applications from all sections of the community and from people with diverse experience and backgrounds.
Award Winning LA International, winner of the Recruiter Awards for Excellence, Best IT Recruitment Company, Best Public Sector Recruitment Company and overall Gold Award winner, has now secured the most prestigious business award that any business can receive, The Queens Award for Enterprise: International Trade, for the second consecutive period.
