Senior Data Scientist
New
P
PipeFinTech
Remote, United StatesFull-TimeSenior
Salary270,000 - 290,000 USD per year
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Job Details
- Experience
- 3 years
- Required Skills
- AWSGCPMachine LearningPyTorchTensorflowA/B testingDeep Learning
Requirements
- 3 years of experience building and optimizing deep learning models for forecasting, classification, and ranking.
- 3 years of experience designing, training, and evaluating deep learning models for sequence and time series data.
- 3 years of experience executing end-to-end machine learning projects from data collection to production deployment.
- Strong foundation in machine learning, deep learning, statistics, and probability theory.
- Knowledge of statistical and causal inference methods such as Bayesian inference or difference-in-differences.
- Experience with experimentation, including design and analysis of A/B tests.
- Proficiency in large-scale data processing and model training frameworks like PyTorch, TensorFlow, JAX, or Spark.
- Experience working with cloud platforms such as AWS or GCP.
Responsibilities
- Design, develop, and deploy machine learning and statistical models that forecast customer cash flows, credit risk, and other business health measures.
- Use experimentation and statistical methods to test product, pricing, and underwriting changes.
- Analyze large datasets to identify signals, engineer features, and uncover insights to inform product design.
- Prototype and ship model-driven features and data products.
- Research and evaluate advanced deep learning architectures, including transformer-based and generative models.
- Monitor models in production, investigate performance issues, and retrain or update models in collaboration with cross-functional teams.
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