Data Scientist II - Zonda - Glasgow, Scotland
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описание
задачи
Data Scientist II – Zonda - Glasgow, Scotland, United Kingdom - Collection, cleaning, and pre-processing of data for solving business problems. - Conduct exploratory data analysis to identify trends, patterns, and correlations in the data. - Develop and design experiments using statistical and machine learning models for data quality improvements, predictions, segmentation, and imputation. - Engage business stakeholders from analysis using visualisations and findings. - Collaborate with stakeholders to define requirements and deliverables. - Ownership of documentation related to datasets, model selection, training experiments, and inference workflows. - Collaborate with engineering teams to integrate ML models into production systems. - Monitor ML models in production, setting metrics to identify drift, and establish corrective measures for restoring model performance. - Identify and implement appropriate tools for monitoring product performance in inference. - Continual learning and self-improvement with a focus on latest trends, techniques, and best practices in Data Science and Machine Learning. Data Scientist II – Zonda - Glasgow, Scotland, United Kingdom - Collection, cleaning, and pre-processing of data for solving business problems. - Conduct exploratory data analysis to identify trends, patterns, and correlations in the data. - Develop and design experiments using statistical and machine learning models for data quality improvements, predictions, segmentation, and imputation. - Engage business stakeholders from analysis using visualisations and findings. - Collaborate with stakeholders to define requirements and deliverables. - Ownership of documentation related to datasets, model selection, training experiments, and inference workflows. - Collaborate with engineering teams to integrate ML models into production systems. - Monitor ML models in production, setting metrics to identify drift, and establish corrective measures for restoring model performance. - Identify and implement appropriate tools for monitoring product performance in inference. - Continual learning and self-improvement with a focus on latest trends, techniques, and best practices in Data Science and Machine Learning.
требования
- Bachelor’s degree in Computer Science, Statistics, Mathematics, or a related field.
- 3+ years of experience in Data Science, Data Analytics, Machine learning, or a related field.
- Proficient in Python and working knowledge of libraries like NumPy, Pandas, Matplotlib, and scikit-learn.
- Proficient in Structured Query Language (SQL)
- Strong mathematical, analytical, and problem-solving skills.
- Understanding of dataset preparation, splits, data quality control, and management.
- Knowledge of data pre-processing and feature engineering techniques.
- Sound understanding of software development best practices and DevOps.
- Experience with version control systems like Git.
- Experience with cloud computing platforms like AWS, Google Cloud, or Azure.
- Knowledge and implementation of advanced data visualisation techniques.
- Excellent communication and teamwork skills.
- Masters in a specific field such as Statistics, Data Science, Machine Learning, or AI.
- Familiarity with ML experiment tracking, model versioning, and lifecycle management tools such as MLflow.
- Familiarity with containerization and orchestration tools like Docker and Kubernetes.
- Experience with cloud-based data science tools such as AWS Sagemaker.
- Basic understanding of housing market, housing economics, mortgages, and housing construction.
- API development using standard tools such as FastAPI or Flask.
условия
CoStar Group is an Equal Employment Opportunity Employer; we maintain a drug-free workplace and perform pre-employment substance abuse testing CoStar Group is an Equal Employment Opportunity Employer; we maintain a drug-free workplace and perform pre-employment substance abuse testing
навыки
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