Machine Learning Engineer

1 week ago

Singapore 99.co Full time

**About Us**

**Join Us and Lead the Real Estate Revolution**

At 99 Group, we're on a mission to revolutionize the real estate industry by seamlessly integrating cutting-edge technology and innovation. If you're excited to be at the forefront of this transformation and are ready to tackle the industry's challenges head-on, we want you to be a part of our dynamic team. As a Machine Learning Engineer, you will be responsible for building and deploying machine learning models that solve complex problems in home price estimation, natural language processing, listings recommendation and image/object detection. You will collaborate closely with data science and engineering teams to ensure our models are not only accurate but also scalable and production-ready. Your work will directly impact our ability to make intelligent, data-driven decisions and provide real-time predictions to our users.

**Your Role: Machine Learning Engineer**

**What You'll Be Doing**:

- Design, develop, and deploy machine learning models for real-time regression, classification, and object detection tasks.
- Collaborate with data scientists to build, train, and optimize models using frameworks like TensorFlow, PyTorch, or Scikit-learn.
- Implement model serving pipelines for deployment in Kubernetes environments, using Docker and orchestration tools.
- Automate data preprocessing, feature extraction, and model training pipelines using tools like Airflow, Argo, Kubeflow, or similar.
- Monitor the performance of deployed models and implement updates to maintain accuracy and efficiency over time.
- Work closely with DevOps/Engineering to ensure smooth model integration into production environments.
- Conduct code reviews, write unit tests, and maintain high code quality and documentation.
- Stay updated with the latest research and advancements in machine learning and AI technologies.

**What We're Looking For**:

- Experience: 1+ years of experience in machine learning, model deployment, or a similar role.
- Programming Languages: Proficiency in Python, with experience in libraries like TensorFlow, PyTorch, and Scikit-learn.
- Data Handling: Strong knowledge of data processing frameworks (Pandas, Numpy) and experience working with large-scale datasets, both structured and unstructured.
- Model Deployment: Hands-on experience in deploying machine learning models in production using Docker and Kubernetes.
- API Development: Experience in building and deploying RESTful APIs for machine learning models.
- Cloud Platforms: Experience working with cloud platforms (AWS, GCP, or Azure) for model deployment and scaling.
- Version Control & CI/CD: Familiarity with Git and continuous integration/continuous deployment (CI/CD) pipelines.
- Bonus: Experience with MLOps tools like Airflow, Argo, Kubeflow, or MLflow for workflow automation and monitoring.
- Experience in image recognition and object detection using CNNs, YOLO, or similar architectures.
- Familiarity with distributed systems and parallel processing (e.g., Spark, Dask).

Are you ready to shape the future of real estate? Join us in this exciting journey of innovation, collaboration, and growth. Together, let's redefine what's possible in the world of real estate.

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