10 часов назад
Lead Machine Learning Engineer - USDS (Multiple Positions)
275 850 - 438 000$
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Lead Machine Learning Engineer - USDS (Multiple Positions) (Machine Learning, Recommendation Systems, Search): Building large-scale recommendation, search, classification, and predictive modeling systems for TikTok’s U.S. platform with an accent on deep learning, NLP, computer vision, and scalable data processing. Focus on designing end-to-end model pipelines, improving ranking and query understanding through offline and online experiments, and deploying reliable services at scale.
Location: San Jose, CA, United States; onsite role
Salary: $275,850–$438,000 annually, plus potential discretionary bonuses, incentives, and restricted stock units.
Company
is focused on protecting U.S. user data, national security, platform safety, and the integrity of the content ecosystem through data privacy and cybersecurity programs.
What you will do
- Analyze user behavior and apply machine learning algorithms to improve content consumption and production experiences.
- Design recommendation strategies and build scalable recommendation systems for videos and livestreams.
- Develop search systems covering query understanding, result ranking, query recommendation, and system reliability.
- Build classifiers, predictive models, model-training pipelines, and scalable ML services using large and complex datasets.
- Run offline and online experiments, analyze results, and improve algorithms and product strategies.
- Collaborate with data engineers, data analysts, product managers, policy teams, and other stakeholders; mentor mid- and junior-level engineers.
Requirements
- Master’s degree or foreign equivalent in Computer Science, Engineering, Information Technology, Machine Learning, Data Science, Mathematics, or a related quantitative field plus 3 years of related experience; or bachelor’s degree plus 5 years of progressive post-bachelor’s experience.
- At least 3 years of experience using SQL and Spark for large-scale dataset analysis.
- At least 3 years of experience coding in Python or C++.
- At least 3 years of experience building end-to-end training pipelines with Python and Hadoop MapReduce and training large-scale deep learning and machine learning models.
- At least 3 years of experience developing prediction models using statistical methods, machine learning, and neural networks/deep learning.
- At least 3 years of experience using Python and PyTorch to build large-scale learning systems.
Culture & Benefits
- Day-one access to medical, dental, and vision insurance.
- 401(k) savings plan with company match, life insurance, disability coverage, and wellbeing benefits.
- Paid parental leave, 10 paid holidays, 10 paid sick days, and 17 days of paid personal time.
- Inclusive workplace with reasonable accommodations available during the recruitment process.
- Fast-paced work focused on solving complex problems at scale and developing new solutions.
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