Key Responsibilities
- Design and implement comprehensive data generation strategies for foundation model training
- Develop synthetic data generation techniques that enhance model performance and diversity
- Curate, clean, and validate large-scale real-world datasets
- Create advanced data augmentation and transformation pipelines
- Ensure data quality, ethical considerations, and bias mitigation in data generation
- Develop tools and frameworks for reproducible and scalable data generation
- Monitor and assess the impact of generated data on model performance
Preferred Skills
- Experience with large language models or multimodal foundation models
- Knowledge of differential privacy and data anonymization techniques
- Experience with data ethics and bias detection
- Publications or research in synthetic data generation
- Understanding of scalable data processing architectures
Required Qualifications
- Design and implement comprehensive data generation strategies for foundation model training
- Develop synthetic data generation techniques that enhance model performance and diversity
- Curate, clean, and validate large-scale real-world datasets
- Create advanced data augmentation and transformation pipelines
- Ensure data quality, ethical considerations, and bias mitigation in data generation
- Develop tools and frameworks for reproducible and scalable data generation
- Monitor and assess the impact of generated data on model performance
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