Routiqo

Algorithm Engineer - Global Live - Recommendation Strategy (Singapore)

TikTok

  • Singapore
  • Full-time

The strategy team's mission is to use model-driven and data-driven ways to promote core indicators on LIVE revenue and user engagement, which includes:

  1. Build prediction/uplift NN model to improve LIVE feature intelligence;
  2. Mine and interfere potential crowds to gain a higher ROI operation for both LIVE streamer and watcher;
  3. Make detailed analysis on user data and system data to find out user experience optimiaztion zoom;
  4. Other work like user growth strategy, cold-start strategy, etc.

Job Description

  1. Participate in the optimization of TikTok LIVE monetization business and serve the LIVE experience of billions of global users;
  2. Adopt cutting-edge machine learning model to scientifically model massive user behaviour and consumption data, build high-performance/high-reliability architecture services, and bring users the ultimate experience in LIVE consumption;
  3. Deeply participate in product/business discussions, fully analyze and understand user behaviour patterns, and provide optimization directions for the overall business.

Requirements

Minimum Qualifications

  1. Familiar with C/C++/ Python development, familiar with Linux multi-threaded /multi-process;
  2. Familiar with commonly used machine learning and deep learning algorithms, including but not limited to boost machine, dnn, reinforcement learning, etc.;
  3. Solid maths foundation, including probability statistics, numerical optimization, etc., sensitive to data, good at discovering, analyzing and solving problems from data;
  4. Familiar with at least one of Flink, Spark, Hive etc., with big data parallel processing experience;

Preferred Qualifications

  1. Experience in large-scale recommend system, advertising system, search engine is preferred;
  2. Experience in game value strategy, e-commerce value strategy, and user psychology research is preferred;

Skills

  • Cpp
  • Deep learning
  • Linux
  • Machine Learning
  • Mechatronics
  • Python
  • Spark