Backend Engineer - AML Framework Development (Search, Ads, and Recommendation Direction) Singap[...]

Backend Engineer - AML Framework Development (Search, Ads, and Recommendation Direction)

Location:

Team:

Technology

Employment Type: Regular

Job Code: A15051

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

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