Senior Large Model System Engineer
4 weeks ago
About the Role:
We are seeking a highly skilled Senior Large Model System Engineer to join our team at TikTok. As a key member of our engineering team, you will be responsible for designing and developing state-of-the-art deep learning engineering optimization solutions to support model development and iteration in content understanding and generative AI.
Key Responsibilities:
* Design and develop deep learning engineering optimization solutions to support model development and iteration in content understanding and generative AI
* Optimize end-to-end efficiency in model training and inference, including data management, training/inference acceleration, resource utilization enhancement, distributed training support for large-scale models, model architecture optimization, model compression, etc.
* Communicate and collaborate with colleagues in cross-functional teams to improve models, algorithms, and engineering infrastructures
* Provide AI solutions for multimedia business scenarios across all TikTok products, such as streaming media transmission, image/video/audio creation, content consumption, etc.
Requirements:
* Proficient in one or more programming languages, such as Python, C, or C++
* Familiar with common data structures and basic algorithms
* Familiar with computer architecture and operating systems
* Background with distributed systems and design patterns
* Familiar with one or more open-source deep learning frameworks (e.g., TensorFlow, PyTorch, Paddle, Spark ML)
* Understanding the underlying design of the framework, or familiar with the source code
* Experiences in contributing open-source projects are preferred
Preferred Qualifications:
* Experience in large-scale distributed machine learning, parallel training, distributed data processing frameworks like Hadoop/Spark
* Experience in developing open-source algorithm frameworks in areas such as CV, NLP, speech, or experience in deep learning model acceleration and engineering implementation
About TikTok:
TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach.
Equal Employment Opportunity:
TikTok is committed to providing reasonable accommodations in our recruitment processes for candidates with disabilities, pregnancy, sincerely held religious beliefs or other reasons protected by applicable laws. If you need assistance or a reasonable accommodation, please reach out to us at gprd.accommodations@tiktok.com
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