Backend Engineer, AML Framework Development

2 weeks ago

Singapore BYTEDANCE PTE. LTD. Full time
Roles & 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 at least 1 year 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.

Tell employers what skills you have

TensorFlow
Machine Learning
Sponsorship
Design Patterns
Data Structures
search engine
Keras
PyTorch
Python
AML

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