TikTok
TikTok

Machine Learning Engineer (AI Search), TikTok Search

직무머신러닝
경력중급
위치Singapore
근무오피스 출근
고용Regular
게시오늘
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포지션 소개

Our Search Team focuses on LLM application algorithms for Tik Tok Search, with core scenarios including AI Search and Tik Tok AI Bot. We build search question-answer cards via LLM-powered generation and develop Tik Tok's official AI assistant, leveraging LLM Chat Bot, Agent, and RAG technologies to deliver accurate, real-time responses. By closely integrating technical innovation with business scenarios, we bridge users with information and services, driving Tik Tok's business growth.

Responsibilities:

  • Build AI Search Agents with planning, memory, and tool-use capabilities. Apply reinforcement learning, knowledge representation, and automated decision-making to solve complex problems end-to-end.
  • Enhance LLM-based query understanding: process multi-turn conversations, conduct semantic analysis on queries and documents, and ensure accurate, objective search results via LLM reasoning.
  • Optimize RAG and LLM pipelines: improve retrieval and ranking algorithms, train and optimize LLMs for answer generation (e.g., fine-tuning, inference optimization), and enhance the relevance and structured presentation of search results.
  • Translate research (e.g., Agent/LLM innovations) into production, collaborating with cross-functional teams to drive product upgrades.

Requirements:

  • Minimum Qualifications

  • Proficient in C++/Python; strong command of algorithms and data structures (e.g., retrieval, graph algorithms).

  • Basic understanding of LLM fundamentals (e.g., prompt engineering, fine-tuning workflows).

  • Strong problem-solving skills with a track record of delivering technical projects.

  • Preferred Qualifications

  • Hands-on experience with LLM/Agent technologies: RAG optimization, RLHF/SFT for LLMs, or Agent framework development (e.g., planning/memory modules).

  • Excellent communication and collaboration skills, with a track record of exploring new technologies and driving technical advancements with teams.

필수 스킬

Machine learning

Model evaluation

Data workflows

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TikTok 소개

Singapore

본사 위치