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Sr Software Engineer
Il y a 2 mois
Job Description:
Key Responsibilities
• Work closely with ML engineers to understand the requirements for recommendation algorithms and integrating them into REST API infrastructure.
• Build and maintain RESTful APIs using frameworks like Flask/uWSGI.
• Develop retrievers leveraging ElasticSearch and Pinecone
(vector database). Responsibilities include query preparation, managing filters, sorting, pagination, implementing feedback loop, and re-ranking strategies to optimize recommendation accuracy and relevance.
• Communicate with databases like MongoDB to fetch and save lists,
user preferences, and other relevant data necessary for generating recommendations. This includes designing efficient database schemas, implementing data access logic, and ensuring data consistency and integrity.
• Optimize API performance for scalability and responsiveness, especially when dealing with compute-intensive requests. This involves caching strategies
with Redis, query optimization, and parallel processing techniques. Implementing tools to facilitate monitoring of recommendation accuracy over time.
• Write unit tests, integration tests, and end-to-end tests to ensure the reliability and correctness of the API functionalities. This includes testing
different scenarios, error handling, and edge cases.
• Document API endpoints, parameters, and usage guidelines for developers (front-end) and clients (using API). Communicating effectively with
stakeholders, including ML engineers, product managers, and other team members, to gather requirements, provide updates, and address issues.
Your skillset
• Bachelor's degree in Computer Science or Engineering.
• Strong proficiency in Python programming language (4+ years).
• Experience developing and maintaining RESTful APIs using frameworks like Flask.
• Familiarity with machine learning concepts and algorithms.
• Experience with data stores such as Elasticsearch, Pinecone, and MongoDB.
• Solid understanding of software engineering best practices, including unit testing and code review.
• Excellent communication and collaboration skills, with the ability to work effectively in a team environment.
As a global organization, Datasite knows that diverse perspectives are essential to our success. We're committed to maintaining a diverse workforce to serve our customers around the world. Datasite is an equal opportunity employer (EEO) and furthers the principles of EEO through Affirmative Action.
