Backend Engineer - Applied Machine Learning Platform

8 Months ago • 5 Years + • Devops

Job Summary

Job Description

ByteDance's Applied Machine Learning (AML) team is seeking a Machine Learning Platform Engineer to develop and maintain their platform. This platform supports deep learning models for code development, testing, training scheduling, model deployment, and core business functions. As a key part of the team, you will be responsible for designing, developing, and maintaining the core functions of the platform, including data processing, feature engineering, model training, and model deployment. You will work closely with data scientists and machine learning engineers to understand their needs and provide technical support, ensuring smooth platform integration with other systems. You will also be responsible for managing and monitoring the platform's operation, troubleshooting issues, and keeping abreast of emerging technologies to suggest improvements.
Must have:
  • Bachelor's degree in Computer Science, Software Engineering or related field
  • 5+ years of relevant experience
  • Strong software engineering skills
  • Proficient in Python, Java, or C++
  • In-depth understanding of distributed computing
  • Experience with Hadoop, Spark
  • Understanding of cloud computing and containerization technologies (AWS, Docker)
  • Passion for solving complex problems
Good to have:
  • Knowledge and experience in machine learning and deep learning

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. Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, 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 Applied Machine Learning (AML) team is seeking a Machine Learning Platform Engineer to develop and maintain our machine learning platform. The platform supports deep learning models for code development, testing, training scheduling, model deployment, and other core business functions. The team oversees the company's critical machine learning platform and serves as a foundation for recommended advertising and search. Here, you can work on recommended systems and distributed training of large-scale deep learning models. We welcome candidates interested in machine learning platform engineering and with excellent engineering capabilities to join our team. If you love challenges and want to develop in the innovation field, please submit your application as soon as possible. What you'll do - Design, develop, and maintain core functions of the machine learning platform, including data processing, feature engineering, model training, and model deployment. - Build efficient, scalable data processing and computing processes to ensure platform stability and performance. - Collaborate with data scientists and machine learning engineers to understand their requirements and provide tool and technical support. - Work closely with system administrators and software engineers to ensure smooth platform integration with other systems. - Responsible for managing and monitoring the operation of the machine learning platform and troubleshooting any platform-related issues. - Continuously track and evaluate emerging technologies and tools and provide suggestions for platform improvements and development.
Qualifications
Minimum Qualifications - Bachelor's or above degree in computer science, software engineering, or a related field with at least 5 years of relevant experience - Possess solid software engineering skills and be proficient in developing using common programming languages (such as Python, Java, or C++). - In-depth understanding of distributed computing and principles and technologies of large-scale data processing, familiar with related open source tools and frameworks (such as Hadoop, Spark, etc.). - Demonstrate understanding of cloud computing and containerization technologies such as AWS and Docker. - Enthusiastic about learning new technologies and solving complex problems, passionate about engineering challenges. Strong analytical and problem-solving skills, ability to quickly understand and solve engineering problems. Preferred Qualifications - A preference for candidates with knowledge and experience in machine learning and deep learning, but it is not required. We value candidates' engineering capabilities and overall quality more. 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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