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76 Thales Jobs
Data Engineer / Data Scientist
Thales
posted 8d ago
Job Role Insights
Flexible timing
Key skills for the job
Job Description
- Design, build, and maintain scalable and efficient data pipelines on Databricks for machine learning workflows.
- Optimize data processing workflows to handle large-scale datasets using Spark and Delta Lake.
- Implement best practices for data versioning, quality, and governance.
- Develop, train, and fine-tune machine learning models like Cross-sell, classification and segmentation to meet business objectives.
- Use MLflow to track experiments, manage model lifecycle, and ensure reproducibility of results.
- Register and version models in Databricks Model Registry and maintain model lineage.
- Deploy models to production environments and integrate them into real-time or batch systems.
- Implement robust CI/CD pipelines for machine learning workflows in Databricks.
- Monitor model performance in production using metrics and feedback loops.
- Stay updated with the latest trends and advancements in data engineering and machine learning technologies.
- Promote best practices in machine learning, including feature engineering, hyperparameter tuning, and model evaluation.
- Present results and insights from machine learning experiments to non-technical audiences.
- Experience: 3+ years in data engineering and machine learning roles, with expertise in Databricks.
- Technical Stack: Strong experience with Databricks, PySpark, SQL, MLflow, Model Registry, and Apache Spark, MLOps, Terraform
- Programming: Proficiency in Python for data processing and machine learning.
- Model Deployment: Hands-on experience with deploying and managing models in production.
- ML Lifecycle: Deep understanding of the end-to-end machine learning lifecycle, including model evaluation, monitoring, and maintenance.
- Cloud Platforms: Experience with cloud platforms like GCP for deploying Databricks solutions.
- Familiarity with generative AI and deep learning frameworks such as TensorFlow or PyTorch.
Employment Type: Full Time, Permanent
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