Machine Learning Engineer
2 weeks ago
We are seeking a highly skilled Machine Learning Engineer to join our team at COGNOTIV PTE. LTD. The ideal candidate will have a strong background in machine learning, data science, and software development.
Key Responsibilities:- Design, develop, and implement machine learning models for various applications, including personalized learning paths, content recommendation, and student performance prediction.
- Preprocess and analyze large datasets to extract meaningful features for model training.
- Develop and maintain scalable ML pipelines for data processing, model training, and deployment.
- Design and implement robust model deployment strategies, including containerization and orchestration of ML models.
- Set up and manage continuous integration and continuous deployment (CI/CD) pipelines for ML models.
- Implement monitoring systems to track model performance, data drift, and system health in production environments.
- Collaborate with AI engineers, software engineers, and product managers to integrate ML solutions into our platform.
- Troubleshoot and debug issues in production ML systems.
- 2-4 years of experience in developing and implementing machine learning solutions.
- Strong proficiency in Python and experience with ML libraries such as scikit-learn, TensorFlow, and PyTorch.
- Solid understanding of machine learning algorithms, including supervised and unsupervised learning techniques.
- Proven experience in deploying ML models to production environments.
- Knowledge of MLOps practices and experience with ML model deployment, monitoring, and maintenance.
- Experience with AWS cloud technologies, especially AWS SageMaker or other familiar cloud & ML services (e.g. Google Cloud AI Platform, or Azure Machine Learning).
- Experience with Generative AI and natural language processing (NLP) is a plus.
- Bachelor's degree or higher in Computer Science, Machine Learning, Statistics, or a related field.
- TensorFlow
- Machine Learning
- Azure
- Pipelines
- Natural Language Processing
- SageMaker
- PyTorch
- Python
- Containerization
- Google Cloud
- Continuous Integration
- Statistics
- Prediction
- Data Science
- Java
- Orchestration
We are an equal opportunities employer and welcome applications from all qualified candidates. Please submit your resume and a cover letter outlining your experience and qualifications for this role.
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