Writing

Notes on building machine-learning systems people can use.

Long-form thinking on recommendation systems, experimentation, research design, and production data science.

Written to make technical choices, trade-offs, and failure modes easier to reason about.

2023Essay

Designing A Recommendation System For Search In Ecommerce

2022Essay

Designing Machine Learning Solution For Course Recommendation

<!– — title: ‘How LinkedIn Recommends Courses to Users’ author: babaniyi comments: true date: 2022-07-16 permalink: /posts/2022/07/designing-machine-learning-solution-for-course-recommendation

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Reading shelf

Ideas I return to.

Selected work on recommender systems, experimentation, research software, and production machine learning.

Multimodal modelsUnderstanding Multimodal LLMs Decision scienceBandits for Recommender Systems Research engineeringResearch Software Engineering in Python ML systemsData Distribution Shifts and Monitoring

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Explore projects where the methods meet real decisions.

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