Data Scientist II at Carousell Group | SG | Rezi

Data Scientist II at Carousell Group

Data Scientist II

Carousell Group · SG

4 weeks ago

Data Scientist II

Carousell Group · SG

a month ago
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About the Role

Join a central team of talented Data Scientists working on impactful problem areas like Search, Personalisation, Content Moderation, Trust & Safety, AI led Automation, Computer Vision, and Conversation AI (NLP).

Responsibilities

  • Ship and improve models in production, managing the end-to-end ML model development lifecycle.
  • Adapt existing services or build new features to address ad-hoc business needs.
  • Own data pipelines for data preparation, feature processing, training, and deployment.
  • Run and interpret A/B tests to determine model effectiveness.
  • Utilize AI tools to enhance work speed and quality.
  • Collaborate on domains including Search, Recommendations, Sell Form, Listing Understanding, and Trust & Safety.
  • Partner with Product Managers and other engineers to identify data science solutions for product and business challenges.
  • Contribute to a culture of continuous learning and sharing with other data scientists.
  • Build multimodal understanding for the sell form, extracting attributes from images and text to auto-fill listing details.
  • Improve search and recommendations, covering candidate generation, semantic retrieval, ranking, and relevance evaluation.
  • Perform hands-on analysis of Chinese-language data, including listing text and search queries from Hong Kong and Taiwan.

Requirements

  • 3+ years of applied ML engineering or data science experience, with a proven track record of solving product and business problems using machine learning.
  • Working proficiency in English and Mandarin or Cantonese, with the ability to analyze Chinese-language data.
  • Solid foundation in mathematics, programming, and ML/DL fundamentals.
  • Good programming ability in Python and SQL.
  • Experience with machine learning frameworks and libraries such as PyTorch, Tensorflow, Keras, Spark MLlib, or Sklearn.

Skills

  • Machine Learning
  • Data Wrangling
  • Feature Engineering
  • Model Selection
  • Model Training
  • A/B Testing
  • Data Pipelines
  • Python
  • SQL
  • PyTorch
  • Tensorflow
  • Keras
  • Spark MLlib
  • Sklearn
  • Multimodal Embeddings
  • Vector Retrieval
  • Attribute Extraction
  • Search
  • Recommendations
  • Marketplace Trust & Safety
  • Pricing

Location

  • Singapore

Work Type

  • Full-time

Experience Level

  • 3+ years

Education Level

  • Bachelor's degree in Computer Science, Statistics, Applied Mathematics or a related quantitative discipline, or equivalent demonstrated experience.
  • Master's degree in Computer Science or a related field (Good to have)

About the Company

  • Carousell Group is the leading recommerce group in Greater Southeast Asia, aiming to make secondhand the first choice.
  • Founded in August 2012 in Singapore, the Group operates in eight markets under various brands and serves millions of monthly active users.
  • Carousell is supported by investors including Telenor Group, Rakuten Ventures, Naver, STIC Investments, and Sequoia Capital India.
  • The company fosters a culture of passionate individuals who solve meaningful problems, embodying values of user focus, mission-first mindset, resourcefulness, care, and humility.

Equal Opportunity

  • By proceeding with your application, you are adhering to our PDPA policies. In case you are interested to know more, read about our Candidates Personal Data Privacy Statement.