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Machine learning engineer - personalized shopping experience

Tubarão
beBee Careers
Anunciada dia 14 junho
Descrição

Personalized Shopping Experience Specialist

We are seeking a skilled data scientist with strong experience in building recommendation systems to join our team.

This role involves designing and optimizing personalized experiences for millions of users by transforming raw data into insights and automated systems.

* Design, build, and deploy scalable recommendation engines using collaborative filtering, content-based methods, or hybrid approaches.
* Develop user profiling models using clickstream and behavioral data.
* Leverage AI-driven product tagging to enhance metadata quality and retrieval.
* Analyze macro and micro fashion trends to influence product rankings.
* Extract insights from large-scale user data and convert them into actionable models.
* Work closely with engineers and product managers to integrate models into production.
* Develop and monitor metrics for model performance and user engagement impact.

Requirements:

* 2+ years of experience in data science, ideally in e-commerce or consumer-tech.
* Hands-on experience building and deploying recommendation systems (e.g., matrix factorization, deep learning-based recommenders, implicit/explicit feedback models).
* Proficiency in Python and machine learning libraries (e.g., Scikit-learn, TensorFlow, PyTorch, LightFM).
* Experience with data analysis tools such as SQL, Pandas, and Jupyter.
* Strong grasp of personalization techniques and user segmentation strategies.
* Solid understanding of product ranking using behavioral data and trend signals.
* Experience working with large-scale data pipelines and A/B testing frameworks.
* Strong communication and problem-solving skills.

PREFERRED QUALIFICATIONS:

* Experience in the fashion or lifestyle e-commerce domain.
* Knowledge of modern MLops workflows and model monitoring tools.
* Familiarity with cloud platforms (AWS, GCP) and tools like Airflow or DBT.
* Background in NLP or computer vision for fashion tagging is a plus.


About this Role

This role offers a unique opportunity to work on complex data science problems and contribute to the development of cutting-edge AI technologies.

You will have the chance to collaborate with a talented team of engineers and product managers to design and optimize personalized shopping experiences.

The ideal candidate will have a strong background in data science, machine learning, and programming, as well as excellent communication and problem-solving skills.

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