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Advanced Rendering Research Expert
3 tygodni temu
Job Description
We are seeking a highly skilled Machine Learning architect engineering leader to join our Advanced Rendering Research team. As a key member of this team, you will be responsible for creating new algorithms with GPUs on image processing, rendering.
Responsibilities
- Developing Machine Learning Models: using advanced techniques such as deep learning, reinforcement learning, and generative models.
- Implementing Machine Learning Algorithms: in Python, with a strong focus on data preprocessing and model evaluation.
- Collaborating with Cross-Functional Teams: to understand requirements, develop prototypes, and deploy production-ready machine learning solutions.
- Staying Current with Industry Developments: in machine learning algorithms, frameworks, and tools, incorporating best practices into model development and architecture design.
- Optimizing Machine Learning Models: for deployment on various platforms, balancing performance, resource constraints, and scalability requirements.
- Evaluating Model Performance: using techniques such as hyperparameter tuning, cross-validation, and A/B testing.
- Mentoring Junior Team Members: to ensure the growth and development of the team.
Requirements
- Master's degree or PhD in Computer Science: with a focus on areas such as Mathematics, Machine Learning, Computer Engineering, or related fields.
- Expertise in Machine Learning: particularly focused on Model Creation and Model Architecture.
- Strong Proficiency in Python Programming: for implementing machine learning algorithms, data preprocessing, and model evaluation.
- Ability to Work with D3D12:
- Comprehensive Understanding of General Software Development Workflows: including version control systems like Git, build automation tools like CMake, and continuous integration (CI) pipelines.
- Excellent Communication Skills: for collaborating with team members and presenting findings or proposals.
