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Urgent! Machine Learning Platform Senior Engineer (Parameter Server Direction) Job Opening In Singapore, Singapore – Now Hiring Shopee
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The EGO team is dedicated to building an industry-leading machine learning platform to effectively support the implementation of algorithms across various business domains such as recommendation, search, and advertising.
It focuses on extreme optimization for CTR/CVR prediction in large-scale sparse parameter scenarios, ensuring maximum performance in e-commerce applications and delivering greater value to the company.
The EGO platform covers the entire deep machine learning workflow — from sample organization and training to model building and publishing, and further to online model loading and inference services.
It comes with a user-friendly Web UI and Restful API, providing an end-to-end, one-stop machine learning platform.
Job Description
Develop distributed Parameter Server (PS) systems for large-scale sparse model training and inference platforms in the search, advertising, and recommendation domains.
The system should support high-throughput parameter read/write and update operations, handle hundreds of billions of features and TB-level sparse models, enable online real-time learning, and meet algorithmic needs such as feature admission and expiration.
Participate in the development of the one-stop machine learning platform, integrating the PS system into the platform to provide a user-friendly, stable, high-performance, and platform-level distributed parameter service system.
Enhance the platform’s efficiency and usability, accelerating the model iteration process for algorithm teams.
Requirements
Bachelor’s degree or above in Computer Science, Electronics, Automation, Software Engineering, or related fields
At least 3 years of relevant hands-on experience
Proficient in C++ programming with strong low-level technical skills; adept at multi-threaded programming, lock optimisation, memory pool, thread pool, template programming, GDB debugging, performance tuning, and RPC frameworks.
Familiarity with distributed PS systems, distributed system backend optimization, high-performance in-memory KV systems, KV storage systems based on NVMe-SSD, and high-performance client-server architecture systems is a plus.
Highly passionate about computer technology, proactive in learning, with a strong spirit of in-depth research and hands-on practice.
Maintains high standards and strict requirements for delivered code; works with rigor and attention to detail.
Strong team player with excellent continuous learning ability.
Seniority level
Mid-Senior level
Employment type
Full-time
Job function
Engineering and Research
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Unlock Your Machine Learning Potential: Insight & Career Growth Guide
Real-time Machine Learning Jobs Trends in Singapore, Singapore (Graphical Representation)
Explore profound insights with Expertini's real-time, in-depth analysis, showcased through the graph below. This graph displays the job market trends for Machine Learning in Singapore, Singapore using a bar chart to represent the number of jobs available and a trend line to illustrate the trend over time. Specifically, the graph shows 1664 jobs in Singapore and 1508 jobs in Singapore. This comprehensive analysis highlights market share and opportunities for professionals in Machine Learning roles. These dynamic trends provide a better understanding of the job market landscape in these regions.
Great news! Shopee is currently hiring and seeking a Machine Learning Platform Senior Engineer (Parameter Server Direction) to join their team. Feel free to download the job details.
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An organization's rules and standards set how people should be treated in the office and how different situations should be handled. The work culture at Shopee adheres to the cultural norms as outlined by Expertini.
The fundamental ethical values are:The average salary range for a Machine Learning Platform Senior Engineer (Parameter Server Direction) Jobs Singapore varies, but the pay scale is rated "Standard" in Singapore. Salary levels may vary depending on your industry, experience, and skills. It's essential to research and negotiate effectively. We advise reading the full job specification before proceeding with the application to understand the salary package.
Key qualifications for Machine Learning Platform Senior Engineer (Parameter Server Direction) typically include Other General and a list of qualifications and expertise as mentioned in the job specification. Be sure to check the specific job listing for detailed requirements and qualifications.
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