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职位TikTok

Lead Researcher, Large Language Models/LLM, TikTok

TikTok

Lead Researcher, Large Language Models/LLM, TikTok

TikTok

San Jose, CA

·

On-site

·

Full-time

·

2mo ago

薪酬

$257,400 - $616,000

福利待遇

Equity

Learning

Parental Leave

Flexible Hours

Healthcare

必备技能

Node.js

Python

PostgreSQL

Responsibilities

Our Foundations and Intelligence Service R&D team is fast growing and responsible for building state-of-the-art foundation models, such as LLM, VLM and Omni Models. Our mission is to build a bridge for collaboration between foundation models and downstream business scenarios, and use foundation model powered world knowledge to enhance better user experiences across Tik Tok, including content moderation, search and recommendations, client AI, etc.

We are looking for researchers in LLM, VLM and Omni Model domain who are experienced in single/multi-modality LLM pre-training and applications, including evaluations, data processing and recipes for pre-training and post-training, reinforcement learning based alignment, efficient training and inference. There are no doubt a lot of unsolved problems in the LLM domain which could have a huge impact on industry and academia. In Tik Tok, we have real applications, resources and patience for technology incubation.

  • Lead the incubation of next-generation, high-capacity LLM solutions for Tik Tok business, identify and define both short and medium term objectives
  • Design methods, tools, data recipes and experiments to push forward state-of-art in large language models
  • Explore new model architecture and inference-efficient model design for LLM applications to scale impact on business
  • Work closely with cross-functional teams to plan and implement projects harnessing LLMs for diverse purposes and vertical domains
  • Extend the insights and impact from industry to academia

Qualifications

Minimum Qualifications

  • Ph.D in Computer Science, Data Science, Artificial Intelligence, or a related field
  • Strong understanding of cutting-edge LLM research (e.g., long context, multi modality, alignment research, agent ecosystem, etc.) and possess practical expertise in effectively implementing these advanced systems as a plus
  • Proficiency in programming languages such as Python, Rust, or C++ and a track record of working with deep learning frameworks (e.g., pytorch, deepspeed, megatron, vllm, etc.)
  • Strong understanding of distributed computing framework & performance tuning and verification for training/finetuning/inference; Being familiar with PEFT, RL, MoE, CoT or Langchain is a plus

Preferred Qualifications

  • Excellent problem-solving skills and a creative mindset to address complex AI challenges. Demonstrated ability to drive research projects from idea to implementation, producing tangible outcomes.
  • Published research papers or contributions to the LLM community would be a significant plus.
  • Experience with inference tuning and Inference acceleration. Have a deep understanding of GPU and/or other AI accelerators, experience with large scale AI networks, pytorch 2.0 and similar technologies.
  • Experience with evaluation of AI systems, LLM application & agent development is desirable.

Compensation

The base salary range for this position in the selected city is $257,400 - $616,000 annually.

Compensation may vary outside of this range depending on a number of factors, including a candidate's qualifications, skills, competencies and experience, and location. Base pay is one part of the Total Package that is provided to compensate and recognize employees for their work, and this role may be eligible for additional discretionary bonuses/incentives, and restricted stock units.

Benefits

Benefits may vary depending on the nature of employment and the country work location. Employees have day one access to medical, dental, and vision insurance, a 401(k) savings plan with company match, paid parental leave, short-term and long-term disability coverage, life insurance, wellbeing benefits, among others. Employees also receive 10 paid holidays per year, 10 paid sick days per year and 17 days of Paid Personal Time (prorated upon hire with increasing accruals by tenure).

The Company reserves the right to modify or change these benefits programs at any time, with or without notice.

Additional Information for Los Angeles County (Unincorporated) Candidates

Qualified applicants with arrest or conviction records will be considered for employment in accordance with all federal, state, and local laws including the Los Angeles County Fair Chance Ordinance for Employers and the California Fair Chance Act. Our company believes that criminal history may have a direct, adverse and negative relationship on the following job duties, potentially resulting in the withdrawal of the conditional offer of employment:

  1. Interacting and occasionally having unsupervised contact with internal/external clients and/or colleagues
  2. Appropriately handling and managing confidential information including proprietary and trade secret information and access to information technology systems
  3. Exercising sound judgment

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关于TikTok

TikTok

TikTok

Late Stage

A short-form video entertainment app and social network platform

10,001+

员工数

Los Angeles

总部位置

$220B

企业估值

评价

3.8

10条评价

工作生活平衡

2.8

薪酬

3.7

企业文化

4.1

职业发展

3.2

管理层

2.9

68%

推荐给朋友

优点

Great team dynamics and support

Innovative and creative culture

Good learning opportunities

缺点

Work-life balance challenges

Fast-paced and stressful environment

High expectations and tight deadlines

薪资范围

49个数据点

Mid/L4

Mid/L4 · 2D 3D Artist

1份报告

$195,000

年薪总额

基本工资

$150,000

股票

-

奖金

-

$195,000

$195,000

面试经验

2次面试

难度

4.0

/ 5

时长

21-35周

体验

正面 0%

中性 0%

负面 100%

面试流程

1

Application Review

2

Recruiter Screen

3

Online Assessment

4

Behavioral Interview

5

Final Round

6

Offer

常见问题

Coding/Algorithm

Behavioral/STAR

Technical Knowledge

Culture Fit