Machine Learning Developer
5 days ago
About o9 Solutions
At o9 Solutions, we aim to revolutionize planning and decision-making for enterprises. Our cutting-edge AI-powered platform, the o9 Digital Brain, drives digital transformations for major global companies.
We're looking for talented Machine Learning Developers to join our fast-paced team. As a key member, you will be responsible for designing and developing scalable machine learning systems that meet our high standards of performance and maintainability.
Key Responsibilities:
- Software Engineering & Architecture:
- Write clean, modular, and efficient Python code following best practices.
- Develop, maintain, and release internal Python packages for ML operations.
- Evaluate and design scalable ML system architectures, balancing performance, maintainability, and scalability.
- Refactor and optimize existing codebases for scalability and performance.
- Follow Git workflow best practices, implement testing strategies, and ensure long-term code maintainability.
- Machine Learning Development:
- Apply a strong understanding of machine learning algorithms, especially tree-based models (e.g., LightGBM) to build time-series forecasting models.
- Design machine learning systems that are scalable and efficient.
- Engineer and optimize high-quality features for ML pipelines.
- Conduct model evaluation and tuning to improve performance.
- MLOps:
- Build and maintain CI/CD pipelines for ML models and Python package releases.
- Design and build scalable data pipelines for ingestion and transformation while ensuring data quality, consistency, and efficiency.
- Deploy and serve models for batch and real-time inference (FastAPI, Flask).
Requirements:
- 1-5 years of experience in Machine Learning, Software Engineering, or related fields.
- Bachelor's or Master's degree in Computer Science, AI/ML, or equivalent.
- Expert-level proficiency in Python, with strong coding skills.
- Fundamental understanding of various machine learning algorithms, including supervised and unsupervised techniques.
- Good to have hands-on experience with data pipelines, training/inference, deployment (batch/real-time), model retraining, testing (e.g., unit, regression), and version control.
- Exposure/experience with Docker.
- Exposure/experience with Git and Agile methodologies (e.g., Jira/Azure DevOps).
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