Deep Learning and Recommender Systems Specialist
3 days ago
About the Opportunity
Job OverviewHuawei Ireland Research Center is looking for an experienced Machine Learning Engineer to join our dynamic team. As a key contributor, you will work on developing and deploying advanced machine learning models to enhance our recommender systems.
Your primary focus will be on ensuring the smooth operation of production pipelines, utilizing internal tools efficiently. You will also be responsible for offering suggestions and optimizing the production workflow.
In addition, you will support the development of complex algorithms and models using large, real-world datasets to drive the success of the project.
You will regularly collaborate with Huawei Headquarters to stay updated with state-of-the-art advancements and ensure global version consistency.
Main Responsibilities- Develop, maintain, and optimize deep learning-based recommender system models for various use cases, such as click-through rate (CTR) prediction.
- Collaborate with data scientists to transform data science prototypes into production-ready solutions, perform statistical analyses, and assess the online performance of these models in large-scale environments.
- Continuously interpret model performance and recommend adjustments to improve prediction accuracy, scalability, and overall business impact.
- Work cross-functionally with multiple teams to enhance the overall performance of the advertising recommender framework, ensuring alignment with the latest advancements and business needs.
Requirements
- PhD/Master's degree in a quantitative discipline (e.g., Computer Science, Information Systems, Mathematics, Statistics, Physics, and Bioinformatics).
- Experience applying advanced Machine Learning and Artificial Intelligence techniques to real-world and large-scale problems is highly preferable.
- Solid foundation in Machine Learning, with a deep understanding of the underlying algorithms, theories, and mathematical principles.
- Strong programming skills in Python and SQL, with applied experience in Deep Learning frameworks such as Keras, TensorFlow, and PyTorch.
- Programming skill in Java is a plus.
- Experience and knowledge in Hadoop, Spark, and Hive are preferred.
- Work experience in Online Advertising, Search Engines, or Recommender Systems is preferred.
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