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ML Eng./Data Science Python Developer

hace 2 semanas

Sant Cugat, Barcelona, España Axiom Software Solutions Limited A tiempo completo

Job Title: ML Eng./Data Science Python Developer

Location: Sant Cugat, Barcelona, Spain

Job Type : Full Time/Permanent

Work Mode: Hybrid work – 2 days in a week at office.

Job Description:

In this role, you will:

1. Improve our internal Python library used for model deployments by adding new features, cleaning up code, optimizing performance, and expanding unit testing.

2. Develop our Optimization Library from a proof of concept to a fully standardized tool for deploying optimization.

3. Standardize and streamline the data pipelines used for our forecast models.

Responsibilities:


• Develop a detailed plan for refactoring/optimizing the code in Python while ensuring its functionality and performance are maintained


• Write well-structured, efficient, and maintainable Python code, following best practices and company coding standards


• Thoroughly test the new Python code, identify and resolve any bugs or issues, and ensure the results are consistent with the original implementation


• Create clear documentation for the migrated Python code including comments, user guides, and technical specifications


• Standardize and streamline the data pipelines used for our forecast models in PAT while defining and recommending the team best practices.


• Communicate progress and challenges effectively with the project team and stakeholders

Requirements

Required Skills:


• A bachelor's or master's degree in computer science, Data Science, or a related field


• At least 8 years of experience in a related role


• Knowledge of algorithms, data structures, and best practices in software development


• Strong programming skills in Python and experience with production grade python code


• Deep knowledge of Python libraries such as Scikit-learn, PySpark, NumPy, Pandas


• Familiarity with Python's unit testing framework (currently using pytest)


• Experience collaborating and using Github


• Excellent communication and teamwork skills, with a strong attention to detail


• Prior experience working with Databricks

Preferred Skills:


• Prior experience with operationalization of ML models


• Prior experience with ML models and collaborating with DS teams.


• Familiarity with R programming language. This role might require to migrate some R code to Python/PySpark.


• Experience with production grade pipelines and ideally with Databricks Delta Live tables or any other declarative pipelines


• Knowledge of pricing algorithms and demand forecasting models.