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Senior Machine Learning Engineer
2 weeks ago
As the pioneering portal for homeseekers in the region, we are on a mission to motivate and inspire people to live the life they deserve.
Reports To
Head of AI & Data Science
Summary
We are seeking a highly skilled professional with expertise in Machine Learning Engineering (MLE/MLOps Level III or IV) and Data Science (Level II) to join our innovative AI & Data Science team at Property Finder. The ideal candidate will have a strong foundation in building scalable ML pipelines, deploying production-ready models, and applying advanced data science techniques to derive actionable insights that support strategic business initiatives. You will work on impactful projects in areas like predictive modeling, personalization, real-time AI systems, and scalable deployment pipelines, collaborating with cross-functional teams to drive innovation and operational efficiency.
Key Responsibilities
Machine Learning Engineering / MLOps (MLE/MLOps Level III or IV):
- Design and implement scalable ML pipelines, ensuring efficient model training, deployment, and monitoring.
- Optimize distributed training processes for large datasets and complex models.
- Automate workflows using CI/CD pipelines, workflow orchestration tools (e.g., Airflow, Kubeflow), and MLOps best practices.
- Develop robust systems for real-time inferencing and edge AI deployment.
- Monitor, troubleshoot, and improve production models for performance and reliability.
Data Science (Level II):
- Build and fine-tune ML models for business applications, including customer segmentation, personalization, and forecasting.
- Conduct advanced feature engineering and data wrangling to prepare high-quality datasets for modeling.
- Collaborate with stakeholders to understand business needs and translate them into data-driven solutions.
- Analyze large datasets to generate actionable insights and recommendations.
- Contribute to A/B testing and experimental designs to validate model performance.
- Work closely with the Data Science, Engineering, and Product teams to align on project objectives and ensure smooth deployment of solutions.
- Partner with MLE/MLOps peers to integrate models into production systems and optimize end-to-end pipelines.
The Person
Desired Qualifications
- Bachelor's or Master's degree in Computer Science, Data Science, Machine Learning, or a related field.
- At least 4+ years of experience in MLE/MLOps roles and 2+ years in data science roles.
- Proficiency in Python and ML libraries (e.g., Scikit-learn, TensorFlow, PyTorch).
- Strong experience with MLOps tools (e.g., Kubernetes, Docker, MLflow).
- Advanced SQL skills for data extraction and manipulation.
- Hands-on experience with cloud platforms (AWS, GCP, Azure) and big data technologies (e.g., Spark).
- Expertise in CI/CD pipelines, version control, and model monitoring.
- Knowledge of statistical analysis and intermediate ML algorithms (e.g., decision trees, ensemble methods).
- Experience in supervised and unsupervised learning algorithms (e.g., decision trees, clustering, ensemble methods).
- Experience in advanced feature engineering and data preprocessing techniques.
- Familiarity with deep learning frameworks like TensorFlow or PyTorch.
- Working knowledge of statistical analysis, hypothesis testing, and experiment design.
- Proficiency in creating complex reports and dashboards for actionable insights.
- Strong problem-solving and analytical abilities.
- Effective communication skills to explain technical concepts to non-technical stakeholders.
- Ability to work collaboratively in cross-functional teams.
