Senior Data Scientist
SYNECHRON TECHNOLOGIES SINGAPORE PTE. LTD.
Job Responsibilities:
Job Requirements:
Interested candidates are invited to submit application via https://www.linkedin.com/jobs/view/4273549492
- Identify and create relevant features from transaction data to improve model performance.
- Perform feature selection and dimensionality reduction to enhance model efficiency.
- Develop, train, and evaluate machine learning models using transaction data.
- Implement cross-validation and hyperparameter tuning to optimize model performance.
- Monitor model performance over time to detect and address issues such as data drift and model degradation.
- Implement model retraining and updating processes to maintain model accuracy and relevance.
- Develop and execute strategies to integrate Generative AI tools and techniques into transaction data monitoring processes, improving efficiency and reducing development time.
- Design test and refine prompts for LLM to improve accuracy, reliability and efficiency.
- Identify opportunities to augment data science workflows using GenAI, enhancing model development, data analysis, and feature engineering capabilities.
- Collaborate with data engineers, software developers, and business analysts to ensure seamless integration of data quality monitoring processes.
- Work closely with domain experts to understand transaction data requirements and business rules.
- Effectively communicate data quality findings, model performance, and project progress to stakeholders.
- Provide actionable insights and recommendations to improve data quality and model performance.
- Maintain comprehensive documentation of data quality monitoring processes, machine learning models, and generative AI models and processes.
- Document data preprocessing steps, feature engineering techniques, and model evaluation results.
- Stay updated with the latest advancements in machine learning, generative AI, and data quality monitoring techniques.
- Experiment with new tools, technologies, and methodologies to enhance data quality monitoring and model performance.
Job Requirements:
- Candidates should have minimum 8 years experience in relevant activities.
- Proficiency in languages such as Python, R, SQL, and Java or Scala.
- Strong understanding of statistical methods and concepts.
- Experience with data manipulation libraries (e.g., pandas, dplyr) and data analysis tools.
- Knowledge of machine learning algorithms and frameworks (e.g., Scikit-learn, TensorFlow, PyTorch).
- Expertise in analyzing and forecasting time series data.
- Ability to create visualizations using tools like Matplotlib, Seaborn, ggplot2, or Tableau.
- Big Data Technologies: Familiarity with big data tools such as Hadoop, Spark, and distributed computing.
- Database Management: Experience with relational databases (e.g., MySQL, PostgreSQL) and NoSQL databases (e.g., MongoDB, Cassandra).
- Docker/Kubernetes, Kafka, Spark, MongoDB.
- Data Wrangling: Skills in cleaning, transforming, and preparing data for analysis.
- Knowledge on implementing ML and GenAI solutions AWS (Bedrock, SageMaker, etc..)
- Experience in supporting capital market applications and trading systems, ideally within the dynamic landscape of Market Risk/Front Office operations with a commendable grasp of financial products (Treasury, FX, Credit, IRD, Bonds, RSF, etc.)
Interested candidates are invited to submit application via https://www.linkedin.com/jobs/view/4273549492
JOB SUMMARY
Senior Data Scientist
SYNECHRON TECHNOLOGIES SINGAPORE PTE. LTD.
Singapore
19 days ago
N/A
Full-time
Senior Data Scientist