Job Description
Job Overview:
We are seeking a Machine Learning Scientist (Recommendations) to join our Discovery Science ML team at Coursera focusing on creating the next generation of hyper-personalized recommender systems. The candidate will play an instrumental role in researching and developing state-of-the-art techniques for relevant personalized and context-aware recommendations — redefining the learning experience on our platform. In addition to helping build a robust recommendations system this role requires keeping abreast of emerging trends and innovations in machine learning information retrieval and online education.
Responsibilities:
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Design develop deploy and maintain advanced recommendations ranking models leveraging machine learning techniques such as two tower models natural language processing (NLP) label collection learning-to-rank user behavior analysis & LLMs
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Collaborate with cross-functional teams to align research goals with business needs and ensure successful deployment of innovative solutions into production.
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Build and manage large-scale datasets including corpora relevance labels and user interactions utilizing tools and techniques for data collection cleaning and preprocessing.
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Conduct thorough evaluations of recommendations models using industry-standard metrics analyze results and provide insights for model improvement and business strategy.
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Stay up-to-date with the latest trends in ML recommender systems search science and information retrieval frequently attending conferences workshops and engaging in collaborative research projects.
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Contribute to Coursera's research efforts by publishing in top-tier conferences such as SIGIR WWW CIKM and similar venues.
Basic Qualifications:
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PhD or Master's degree in Computer Science Information Retrieval or closely related fields.
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Demonstrated experience in developing advanced recommendations models incorporating techniques like natural language processing (NLP) and learning-to-rank algorithms.
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Familiarity with information retrieval metrics evaluation methodologies and scalable search system architecture.
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Track record of publishing research in top-tier conferences such as SIGIR EMNLP WWW CIKM or similar venues.
Preferred Qualifications:
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Proficiency in programming languages and deep learning frameworks such as Python TensorFlow or PyTorch.
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Experience in working with large-scale datasets and tools for data collection cleaning and preprocessing.
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Familiarity with ML deployment in production environments and tools for version control such as Git.
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Proven ability to stay current with emerging research and technologies in the ML and recommendations domain.
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Experience with MLOps ML engineering
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Experience collaborating with cross-functional teams and excellent communication abilities.
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Passion for driving impact in the field of online education through innovative ML and recommendations techniques.
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Familiarity with Coursera's platform and course offerings as well as active participation in wider AI and Machine Learning communities is a plus.
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Familiarity with data science concepts including the ability to design implement and analyze A/B tests in an online environment to optimize product performance and user experience.
If this opportunity interests you you might like these courses on Coursera:
#LI-PD1
Date Posted
12/05/2024
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