Machine Learning Engineer

2 weeks ago


Singapore COGNOTIV PTE. LTD. Full time
Job Title: Machine Learning Engineer

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.
Requirements:
  • 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.
Preferred Skills:
  • 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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