Lead Data Scientist
2 months ago
CVS Health is seeking a highly skilled Lead Data Scientist to join our Retail Strategic Health Analytics team. As a key member of our team, you will play a critical role in driving business outcomes through the application of advanced data science techniques.
Key Responsibilities- Develop and execute AI/ML models to solve complex business problems, leveraging techniques such as time series modeling, unsupervised learning, causal inference, and stochastic simulation.
- Collaborate with senior leadership and subject matter experts to outline requirements and areas for support, driving business outcomes through data-driven insights.
- Evaluate and blueprint solutions using AI/ML in conjunction with data scientists and team leadership, ensuring seamless integration with existing systems.
- Coordinate with MLOps and Data Engineers to streamline data and ML/AI pipelines for deployment, ensuring efficient and scalable solutions.
- Outline and execute on methods to fine-tune models for performance and accuracy, driving business outcomes through data-driven insights.
- Contribute to team eminence for AI/ML methods and coding and documentation standards, ensuring best-in-class practices.
- Serve as a mentor to junior data scientists, providing guidance on methods and resources, and reviewing analytical solutions.
- Compile and present results to executive audiences in a clear, compelling, and honest manner, driving business outcomes through data-driven insights.
- 5+ years of experience developing proven AI-driven applications.
- 5+ years of experience using machine learning algorithms, deep learning frameworks (e.g., TensorFlow, PyTorch), and natural language processing and generative AI techniques with proven track record of end-to-end building and deploying advanced applications, including knowledge of model serialization and deserialization.
- 5+ years of experience with data preprocessing, feature engineering, and model evaluation.
- 5+ years of experience and proficiency in working with large datasets and distributed computing platforms.
- 1+ years of experience with building Time Series models and pipelines related to demand forecasting.
- 1+ years of experience with cloud platforms and services (e.g., AWS, Azure, Google Cloud) for deploying AI solutions.
- Healthcare Industry experience is desired.
- Knowledge of data privacy and security considerations in AI development.
- Expertise in generative AI techniques, including generative adversarial networks (GANs), variational autoencoders (VAEs), or similar architectures.
- Proficiency in integrating low-code and no-code solutions with custom code and external systems through APIs and connectors.
- Familiarity with causal inference methods and counterfactual reasoning in machine learning.
- Knowledge of Bayesian machine learning and probabilistic programming frameworks.
- Proficiency in deploying ML models in production environments, including containerization, and serving frameworks.
- Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
- PhD or Master's in Artificial Intelligence, Engineering or a related field.
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