Backend Engineer - AML Framework Development

6 Hours ago • 3 Years +

Job Summary

Job Description

As a Backend Engineer on the AML Framework Development team, you will be responsible for designing, developing, and optimizing the machine learning framework at the Python layer. This includes the encapsulation of model structures at the Layer/Module level and the development of components for model performance analysis. You will also support the research and implementation of model algorithms across various business areas. The role involves working with deep learning frameworks like TensorFlow, PyTorch, or Keras, and utilizing your knowledge of network models such as DNN, CNN, and LSTM. The team is focused on building next-generation AI infrastructure and recommendation platforms for ads ranking, search ranking, and e-commerce ranking within the company. This involves designing and developing efficient frameworks for model optimization, ensuring they align with company-wide initiatives and contribute to core business success.
Must have:
  • Bachelor’s degree in Computer Science or equivalent with 3+ years of relevant experience
  • Familiarity with deep learning frameworks (TensorFlow, PyTorch, or Keras)
  • Understanding of basic network models (DNN, CNN, and LSTM)
  • Excellent programming skills, proficiency in Python, and familiarity with C++
  • Outstanding framework design and interface encapsulation abilities.
Good to have:
  • Ability to thrive in a fast-paced environment
  • Experience in the overall design and optimization of distributed training projects
  • Familiarity with model computation efficiency optimization solutions

Job Details

Responsibilities
ByteDance will be prioritizing applicants who have a current right to work in Singapore, and do not require ByteDance's sponsorship of a visa. About ByteDance Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content. Why Join Us Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. To us, every challenge, no matter how ambiguous, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. Join us. About The Team The mission of our AML team is to push the next-generation AI infrastructure and recommendation platform for the ads ranking, search ranking, live & e-commerce ranking in our company. We also drive substantial impact on core businesses of the company. Responsibilities - Framework Design, Module Encapsulation/Development, and Model Optimization Tools Development; - Responsible for the design and implementation of the machine learning framework at the Python layer; - Responsible for the general and efficient encapsulation of model structures at the Layer/Module level; - Responsible for the design and development of components for model performance and effectiveness analysis; - Support the research and implementation of model algorithms related to various business areas within the company.
Qualifications
Minimum Qualifications - Bachelor’s degree in Computer Science or equivalent with 3+ years of relevant experience - Familiar with at least one deep learning framework, such as TensorFlow, PyTorch, or Keras, and knowledgeable about automatic differentiation implementation. - Familiar with basic network models such as DNN, CNN, and LSTM, and understand commonly used model architectures in search and recommendation. - Excellent programming skills, solid understanding of basic data structures, proficient in Python, and familiar with C++. - Outstanding framework design and interface encapsulation abilities, with knowledge of common design patterns. Preferred Qualifications - Ability to thrive in a fast-paced environment. - Experience in the overall design and optimization of distributed training projects. - Familiarity with model computation efficiency optimization solutions for mainstream deep learning frameworks. ByteDance 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 ByteDance, our mission is to inspire creativity and enrich life. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

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About The Company

Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content.

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