
Senior Machine Learning Engineer
20 hours ago
Machine learning is a core component of our organization's data-driven strategy. As an AI/ML Engineer, you will play a pivotal role in designing, building, and deploying machine learning models that drive business value.
Key Responsibilities:- Design and develop sophisticated machine learning systems and models that meet specific business needs.
- Research and implement cutting-edge machine learning algorithms and tools to stay ahead of the competition.
- Select and prepare high-quality datasets for training and testing.
- Train and retrain models as needed to ensure optimal performance.
Data Handling:
- Analyse and preprocess data for model training using advanced techniques.
- Build and maintain efficient data pipelines for seamless data flow.
- Identify and address data quality issues to minimize errors and maximize model accuracy.
Deployment and Monitoring:
- Deploy models to production environments with minimal downtime.
- Monitor model performance and identify areas for improvement.
- Manage and maintain deployed models to ensure continued success.
- Evaluate potential risks of AI/ML use cases and implement appropriate safeguards to mitigate those risks.
Collaboration and Communication:
- Work closely with cross-functional teams, including data scientists, software engineers, and other stakeholders.
- Communicate technical findings and recommendations clearly and effectively.
- Understand business needs and translate them into actionable technical solutions.
Infrastructure and Tools:
- Build and maintain the infrastructure required for machine learning model deployment.
- Stay up-to-date with the latest machine learning tools and technologies to ensure continued innovation.
Problem-Solving:
- Identify and solve complex technical challenges related to machine learning model development and deployment.
- Analyse model errors and design strategies to overcome them.
Ethical Considerations:
- Ensure that AI/ML systems are developed and deployed responsibly and ethically.
Requirements:
- Expert-level proficiency in Python programming language.
- Strong understanding of the Python ecosystem for data science and machine learning (e.g., NumPy, Pandas, Scikit-learn, Matplotlib, Seaborn).
- Deep understanding and practical experience with at least one major deep learning framework (e.g., TensorFlow, PyTorch).
- Solid understanding and practical experience with classical machine learning algorithms and Predictive Analytics.
- Bachelor's degree in a related field like Computer Science, Engineering, or Data Science.
Prior Experience:
- Total of 5-7 years of Experience.
- Worked on 3 to 4 AI/ML projects and should be involved in design, development & deploying learning models and systems.
- Designed and implemented a scalable machine learning pipeline for systems that deal with huge volumes of data.
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