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Coupang

Staff Machine Learning Engineer (Recommendation and Personalization) — Coupang Play

Posted 11 Days Ago
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Singapore
Senior level
Singapore
Senior level
The Staff Machine Learning Engineer will build content recommendation systems, manage data requirements, and improve ML models for Coupang Play.
The summary above was generated by AI

About Coupang Play


Coupang Play is an OTT video streaming service. We offer a wide range of content, including Original Series, TV Shows, Movies, and Sports.


We are in the business of delivering exceptional storytelling. We produce award-winning scripted and unscripted Original Series, such as “Boyhood”, “Anna”, and “SNL Korea”. We believe Sports can also be elevated by creative storytelling. Play is now an authoritative destination for Sports, broadcasting K-League, La Liga, Bundesliga, F1, NFL, and other leading leagues and tournaments. We also offer some of the latest movies that were just released in local theaters, bringing more exceptional storytelling to our Customers.


To ensure that we deliver the content seamlessly, we invest in Engineering, Product, and Design. Coupang Play is available on all mobile devices, tablets, PC, Smart TV, Apple TV, and Android TV. Our teams keep optimizing how Customers discover and stream both VOD and Live content. That includes investments in frontend, backend, and infrastructural developments. We also embrace Machine Learning to refine our CX.


We are still very early in our growth stage. If you enjoy solving complex problems using industry-leading technology or unconventional business approaches, please join us. We are building a world-class team of problem-solvers, all dedicated to delivering exceptional storytelling to our Customers.



Role Overview


As a Staff Machine Learning (ML) Engineer at Coupang Play, you will work on our large and increasing catalog of content including streaming video on-demand titles, live events, as well as transactional video on-demand titles. You will mine large amount of playback data to gain insights from OTT subscriber behavior; create data jobs to generate machine learning features; build, train and improve new or existing models; participate in building the framework used for contents recommendations and personalization by leveraging all available data sources, machine learning tools, and other technical platforms. You will work closely with our Product and Engineering teams to build our recommendation and personalization systems.



What you will do


  • Build next generation content recommendation and personalization systems for Coupang Play.
  • Develop data requirements and coordinate with relevant engineering and business teams to setup data collection as well as to validate data.
  • Develop necessary features for models using the collected data and train relevant models using scientific tools and coding.
  • Integrate model inference implementations into our production systems.
  • Setup necessary testing requirements for the models in production, including A/B testing, and analyze results to gather insights about model performance.



Basic Qualifications


  • Bachelor’s degree in Computer Science, Electrical Engineering, Statistics, Mathematics, or related field.
  • 7+ years of experience in building ML products, with at least 2 years of experience in content recommendation domain.
  • Experience building and deploying large-scale recommendation and personalization systems in production.
  • Proficiency in Python and at least one deep learning framework (e.g. PyTorch, Tensorflow, or Keras).
  • Strong statistical background in experimentation and modeling.
  • Deep product sense, self-starter and ability to drive critical projects in fast-paced environment.
  • Excellent communication skills in English and a collaborative mindset.



Preferred Qualifications

  • MS or PhD in degree in Computer Science, Electrical Engineering, Statistics, Mathematics, or related field.
  • Excellent software engineering skills with a proven record of high quality product delivery.
  • Experience in training, evaluating, fine-tuning, and deploying models (e.g. LLM) in production.
  • Experience with AWS or other cloud system and familiarity with using GPUs.



Recruitment Process and Others   


Recruitment Process   


  • Application Review > 1st Tech & Coding Interview > 2nd Tech & Coding Interview > Offer  
  • The exact nature of the recruitment process may vary according to the specific job and may be changed due to scheduling or other circumstances.  
  • Interview schedules and the results will be informed to the applicant via the e-mail address submitted at the application stage.  



Details to Consider   


  • This job posting may be closed prior to the stated end date for application if all openings are filled.     
  • Coupang has the right to rescind an offer of employment if a candidate is found to have submitted false information as part of the application process.     
  • Coupang does not discriminate against disabled applicants or those with veteran status. We are proud to offer equal opportunities for all applicants.  
  • Job titles and responsibilities may be subject to change depending on the candidate’s overall experience, etc. This will be communicated to the candidate at the appropriate time before the offer.  



Privacy Notice   


  • Your personal information will be collected and managed by Coupang as stated in the Application Privacy Notice located below. 
  • https://www.coupang.jobs/en/privacy-policy/ 


#Coupang #Singapore #MachineLearning #MLEngineer #Career #Job

Top Skills

AWS
Keras
Python
PyTorch
TensorFlow

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