- Hands-on experience applying state-of-the-art machine learning and deep learning models to complex real-world problems
- Strong software engineering skills in Python and experience with deep learning frameworks, preferably PyTorch
- Solid understanding of metric design, experimentation frameworks, and large-scale data analysis
- Proven ability to lead projects end-to-end and deliver measurable business impact
- Experience working with large datasets and distributed computing frameworks
- Experience building CVR systems, content understanding, or behavior modeling systems
- Experience embracing AI as a strategic advantage in engineering, following established best practices for code quality and security