Senior Machine Learning Engineer, TikTok Core Ads Ranking

3 weeks ago


San Jose, California, United States TikTok Full time
Role Overview

TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. As a Senior Machine Learning Engineer on the TikTok Ads Core Ranking team, you will be responsible for optimizing the efficiency of our advertising delivery system and revenue growth by building state-of-the-art models and strategies.

Key Responsibilities

- Optimize efficiency across the entire advertising funnel, including recall and rough-sort, fine-sort, format and creative personalization, and system resource allocation.
- Research and develop a global advanced advertising delivery system through frontier technologies, including machine learning, deep learning, reinforcement learning, and large language models.
- Design and set up system frameworks and standards to continuously improve overall efficiency and meet different vertical business needs.

Requirements

- BS/MS degree in Computer Science, Statistics, Operations Research, Applied Mathematics, Physics, or similar quantitative fields, with related experience in search, ranking, or recommendation domains.
- Hands-on experience in machine learning, deep learning, statistical models, and applied mathematical methods.
- Solid programming skills, proficient in C/C++ and Python, with familiarity with basic data structures and algorithms, Linux development environments, online experimentation, and analytics.
- Familiarity with big data systems, including Hadoop and Spark, and architecture and implementation of mainstream machine learning programming frameworks, such as TensorFlow, PyTorch, or MXNet.

Preferred Qualifications

- Experience in reinforcement learning, transfer learning, and counter-factual optimization.
- Understanding of the business value of online advertising.
- Experience in large language models and paper publication in NLP, CV, or recommendation systems.

About TikTok

TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe, and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. We are passionate about this and hope you are too.

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