Machine Learning Engineer [MDE]

Job Description:

Situated in the heart of Singapore's Central Business District, Rakuten Asia Pte. Ltd. is Rakuten's Asia Regional headquarters. Established in August 2012 as part of Rakuten's global expansion strategy, Rakuten Asia comprises various businesses that provide essential value-added services to Rakuten's global ecosystem. Through advertisement product development, product strategy, and data management, among others, Rakuten Asia is strengthening Rakuten Group's core competencies to take the lead in an increasingly digitalized world.

The Machine learning and Deep learning Engineering Department (MDE) is a group of engineers and scientists who specialize in natural language processing (NLP), search, and recommendation systems. We conduct state-of-the-art research and apply cutting-edge technologies, such as transformer model, dense retrieval, distributed GPU training, and large-scale machine learning, to a variety of Rakuten products and services. We are looking for passionate experts in machine learning research and engineering to join us in our journey to define the next-generation e-commerce experience.

The search and deep learning Models and Algorithms team is responsible for developing cutting-edge solutions for various NLP tasks using neural networks, machine learning algorithms, and optimization techniques. The team works on challenging problems such as semantic search, large language model (LLM) training, and more. The team also leverages state-of-the-art frameworks such as transformers to train and deploy efficient and accurate models. The ideal candidate for this team should have a strong background in deep learning, NLP, CV, Python programming, and data analysis.

Responsibility

• Build industry-leading search & recommendation system; develop highly scalable classifiers and tools leveraging machine learning; work on cutting-edge research models in NLP.
• Understand product objectives and machine learning techniques; improve model and recommendation strategy.
• Understand user behavior and apply ML algorithms to optimize E-commerce conversion and production experience.
• Understand the diversity of Rakuten's business requirements, data, and assets; build cross-scenario technology backbones.
• Work with Rakuten cross-functional teams to grow Rakuten in important regional markets.

Qualifications

• Minimum 1 year experience in one or more of the following areas: machine learning, search, recommendation systems, data mining, or other related areas.
• Bachelor or higher degree in computer science or a related technical discipline.
• Experience in large GPU cluster optimizing, Neural ranking model and NLP optimisation would be advantageous
• Solid experience with data structures or algorithms.
• Software development experience through hands-on coding in a general-purpose programming language.
• Strong communication and teamwork skills.
• Passion for technology and solving challenging problems.

Rakuten is an equal opportunities employer and welcomes applications regardless of sex, marital status, ethnic origin, sexual orientation, religious belief, or age.