Machine Learning Engineer

3 weeks ago


Singapur, Singapore TIKTOK PTE. LTD. Full time
TikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.

TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin, Dubai, Singapore, Jakarta, Seoul and Tokyo.

Why Join Us

Creation is the core of TikTok's purpose. Our platform is built to help imaginations thrive. This is doubly true of the teams that make TikTok possible.

Together, we inspire creativity and bring joy - a mission we all believe in and aim towards achieving every day.

To us, every challenge, no matter how difficult, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always.

At TikTok, we create together and grow together. That's how we drive impact - for ourselves, our company, and the communities we serve.

Join us.

About the team

Our team works on large-scale recommendation systems for various offerings under TikTok and its affiliates, focusing on developing recommendation algorithms/models/strategies. We are committed to developing cutting-edge solutions for e-commerce recommendation systems.

Responsibilities

- Work on recommendation systems, involving contents of various forms ranging from products, short videos to live streams, with each unified recommendation model fulfilling heterogeneous E-commerce scenarios/goals across multiple countries.

- Optimize e-commerce recommendation models at massive scales, using deep learning/transfer learning/multi-task learning techniques.

- Data mining and analysis to improve the quality of recommended contents.

- Conduct research on various topics, which aim to optimize content recommendation circulation, ranging from ensuring diversity and new discovery in recommendation contents, to cold-start problem for new users/items and discovery of high-quality products/live streamers.

- Develop innovative and state-of-the-art e-commerce models and algorithms

- Support the production of scalable and optimised AI/machine learning (ML) models

- Focus on building algorithms for the extraction, transformation and loading of large volumes of realtime, unstructured data to deploy AI/ML solutions from theoretical data science models

- Run experiments to test the performance of deployed models, and identifies and resolves bugs that arise in the process

- Work in a team setting and apply knowledge in statistics, scripting and programming languages required by the firm.

- Work with the relevant software platforms in which the models are deployed

Qualifications

- At least 3 years of work experience in related field

- Strong in data structures and algorithms, with excellent problem-solving ability and programming skills

- Experience in applied machine learning, familiar with one or more of the algorithms such as Collaborative Filtering, Matrix Factorization, Factorization Machines, Word2vec, Logistic Regression, Gradient Boosting Trees, Deep Neural Networks etc.

- Experience in working with main components of recommendation systems(recall, sort, reranking, cold-start problem), with good understanding of mainstream recommendation models used in the industry

- Experience in C++ and Python; at least one of the Big Data tools (For eg. Hive sql/Spark/Mapreduce; at least one of the Deep Learning tools(For eg. Tensorflow/Pytorch)

- Possess strong communication skills, positive mindset, good teamwork skills, and eagerness to learn/implement new technology and experiment

Preferred Qualifications

- Experience in personalized recommendation, online advertising, information retrieval or related fields.

- Publications at KDD,NeurIPS,WWW,SIGIR,WSDM,CIKM,ICLR,ICML,IJCAI,AAAI,RecSys and related conferences - Excellent performance in data mining, machine learning, or ACM-ICPC/NOI/IOI competitions

- Developed widely-recognized machine learning project(s) on github or personal webpage

TikTok 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 TikTok, our mission is to inspire creativity and bring joy. 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.

  • Singapur, Singapore TEKsystems Full time

    Job Summary We are seeking a skilled and experience Senior Machine Learning Engineer to join our Global Tech MNC client. The ideal candidate will play a key role in developing and enhancing user experience while safeguarding data through groundbreaking work, driven in excellence. Developing next-gen AI/ML capabilities for our pioneering devices...


  • Singapur, Singapore Avanade Full time

    To support the needs of our clients, Avanade is activelyrecruiting and interviewing for the role outlined below as we continue to buildon another year of growth in our business. Now, with more than 60,000 employeesaround the globe, we are positioning our organization to effectively preparefor the future. What does this mean for you? We encourage you to apply...


  • Singapur, Singapore Avanade Full time

    To support the needs of our clients, Avanade is activelyrecruiting and interviewing for the role outlined below as we continue to buildon another year of growth in our business. Now, with more than 60,000 employeesaround the globe, we are positioning our organization to effectively preparefor the future. What does this mean for you? We encourage you to apply...


  • Singapur, Singapore TIKTOK PTE. LTD. Full time

    TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin, Dubai, Singapore, Jakarta, Seoul and Tokyo.Why Join UsCreation is the core of TikTok's purpose. Our platform is built to help imaginations thrive. This is doubly...


  • Singapur, Singapore TIKTOK PTE. LTD. Full time

    TikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin, Dubai, Singapore, Jakarta,...


  • Singapur, Singapore SHIELD Full time

    SHIELD is a device-first risk AI platform that helps digital businesses worldwide eliminate fake accounts and stop all fraudulent activities. SHIELD identifies the root of fraud with the global standard for device identification (SHIELD Device ID) and actionable risk intelligence, empowering businesses to stay ahead of new and unknown fraud threats. We are...

  • Research Engineer II

    1 month ago


    Singapur, Singapore NTU (Nanyang Technology University- Main Office-HR) Full time

    A Research Engineer II position is currently available at the School of Physical & Mathematical Sciences, Nanyang Technological University (NTU). The candidate is expected to work on the deployment of machine learning interpretability solutions in production.Key Responsibilities:Implement machine learning interpretability tools and pipeline to be included in...


  • Singapur, Singapore TikTok Full time

    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...

  • Backend Engineer

    2 months ago


    Singapur, Singapore TikTok Full time

    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...

  • Backend Engineer

    4 weeks ago


    Singapur, Singapore TikTok Full time

    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...


  • Singapur, Singapore DATATURE PTE. LTD. Full time

    Roles & ResponsibilitiesAbout the jobAt Datature, we are building a platform for training and deploying machine learning models swiftly without a single line of code. Datature Nexus is an MLOps platform that allows users to label unstructured data and construct complex machine learning pipelines all in their browsers using highly visual editors.Our users...


  • Singapur, Singapore DATATURE PTE. LTD. Full time

    Roles & ResponsibilitiesAbout the jobAt Datature, we are building a platform for training and deploying machine learning models swiftly without a single line of code. Datature Nexus is an MLOps platform that allows users to label unstructured data and construct complex machine learning pipelines all in their browsers using highly visual editors.Our users...


  • Singapur, Singapore ST Engineering Full time

    Title: Principal Engineer, Machine Learning Job ID: Location: Land - Jalan Boon Lay, SG Description: Kinetics Training Solutions (KTS) is a business unit of ST Engineering Land Systems Ltd. KTS delivers training solutions to both Military and Commercial sectors. KTS training covers driver training qualification, vehicle technician training,...


  • Singapur, Singapore ResMed Full time

    Imagine a world where people are delighted by their healthcare experience. The ResMed team is taking giant strides towards making this a reality. As part of the Asia LatAm Growth Markets team we are looking to solve unique and exciting challenges utilising technology and connected solutions to impact over a billion people. We have an innovative 30 year...


  • Singapur, Singapore ResMed Full time

    Imagine a world where people are delighted by their healthcare experience. The ResMed team is taking giant strides towards making this a reality. As part of the Asia LatAm Growth Markets team we are looking to solve unique and exciting challenges utilising technology and connected solutions to impact over a billion people. We have an innovative 30 year...


  • Singapur, Singapore Upskills Full time

    Upskills is seeking a highly motivated intern to be based in Singapore with software engineering and machine learning algorithm knowledge to participate on various machine learning projects for new financial technology market software solutions as well as for improvements to our internal management tools. You will be responsible for, and not limited to:Work...


  • Singapur, Singapore Upskills Full time

    Upskills is seeking a highly motivated intern to be based in Singapore with software engineering and machine learning algorithm knowledge to participate on various machine learning projects for new financial technology market software solutions as well as for improvements to our internal management tools. You will be responsible for, and not limited to:Work...

  • Research Engineer II

    3 months ago


    Singapur, Singapore Nanyang Technological University Full time

    A Research Engineer II position is currently available at the School of Physical & Mathematical Sciences, Nanyang Technological University (NTU). The candidate is expected to work on the deployment of machine learning interpretability solutions in production. Key Responsibilities:Implement machine learning interpretability tools and pipeline to be included...


  • Singapur, Singapore NCS Group Full time

    Are you a software developer looking to debunk Machine Learning myths? NCS is looking for you to join us as an MLOps engineer, where you will be designing and developing production grade codes catered to operational machine learning workflows. You take joy in ensuring the models are running efficiently, and take pride that no edge cases can derail your...


  • Singapur, Singapore Singtel Full time

    Are you a software developer looking to debunk Machine Learning myths? NCS is looking for you to join us as an MLOps engineer, where you will be designing and developing production grade codes catered to operational machine learning workflows. You take joy in ensuring the models are running efficiently, and take pride that no edge cases can derail your...