Software Engineer II (Machine Learning Engineer)

apartmentReed Elsevier Shared Services Philippines Inc placeQuezon City calendar_month 

Job Description

Overview:

We are looking for a Machine Learning Engineer who will be responsible for improving and maintaining our machine learning models/pipelines, developing scalable ETL pipelines, and optimizing the end-to-end data processing workflow. This role requires strong experience in computer vision, OCR, and deep learning, as well as the ability to deploy models in a production environment.

Responsibilities:

  • Design, develop, and maintain data pipelines to manage TIFF images, extracted fields, CSV, PDF, XML, and structured outputs.
  • Build and optimize ETL workflows for preprocessing (resizing, rotation, denoising) and ML pipeline integration.
  • Develop, train, evaluate, deploy, and monitor deep learning models in a production environment.
  • Develop API endpoints and integrate structured data into the existing data keying application.
  • Implement logging, monitoring, and error-handling mechanisms for model performance and data consistency.
  • Work with Dockerized deployments to streamline ML and data workflows.
  • Collaborate with ML engineers, software developers, and quality test engineers to ensure seamless integration

Qualifications:

  • 3+ years of experience in data engineering, ML engineering, or a hybrid role.
  • Proficiency in Python for data manipulation, API development, and ML integration.
  • Ability to write efficient ETL scripts and manage large datasets.
  • Strong knowledge of database management (SQL, NoSQL, PostgreSQL, or similar).
  • Familiarity with YOLO-based object detection and OCR processing.
  • Knowledge of image processing and computer vision tools such as Pillow, OpenCV, pdf2image, etc.
  • Experience with training and testing machine learning models using Tensorflow, Pyspark, and Scikit-learn.
  • Hands-on experience with Docker, Kubernetes, and containerized ML workflows.
  • Experience working with Azure services (Data Factory, Blob Storage, ML Studio, and other compute resources).
  • Experience with Flask, FastAPI, or other API frameworks.
  • Knowledge of MLOps best practices for deploying and monitoring ML models in production.
  • Hands-on experience using Git and Github/Gitlab, and Github Actions.
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