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Machine Learning Engineer - AIGC Development
Tik Tok
- United States
- United States
À propos
About the team TikTok's Data Cycling Center Team focuses on building content, understanding, and data-driven solutions for both internal stakeholders and tools for external users. We focus on both delivering human intelligence and direct content understanding, helping solve large impact business and ML problems from that understanding. By delivering the highest quality data possible, we play a key part in developing industry leading AI models. Responsibilities: - Model Development and maintenance: Develop, iterate, and maintain models to assist humans in providing information about data points for training and evaluating large scale foundation models. Build models across modalities (Audio, Text, Video) to assist labelers in their tasks and automate labeling where possible. - Clarification and Simplification of Model Requirements: Diligently comprehend machine learning development lifecycle, drive clear communication on where most impact can be made, and decompose technical tasks into more manageable units, ensuring a smooth execution path. - Explore agentic multimodal approaches to improve data quality for model training, evaluation, and feedback. Augment human labeling with synthetic data and automated labeling. - Collaborative Experimentation and Documentation: Work in tandem with various teams to formulate meticulous experiment plans, documenting results with utmost precision, and patiently addressing inquiries from both technical and non-technical stakeholders.
Qualifications
Minimum Qualifications: - Bachelor's/Master's degree in Computer Science, Computer Engineering, or other relevant majors. - 4+ years of Machine Learning experience: Demonstrated previous experience owning the end-of-end machine learning model development process. Understand how data plays a crucial role in terms of model quality, model iteration and model evaluation. - 4+ years of experience working with Python/Pytorch: Possesses advanced skills in Python programming, showcasing the ability to develop and implement robust models in production environments solutions. - Statistical Knowledge: Demonstrates strong statistical background and can leverage statistical knowledge in solving business analytical requirements. - Strategic Interpersonal Skills: Displays formidable interpersonal skills, embodying an ability to seize new opportunities, be able to set product directions strategically, ignite innovative ideas, and marshal support to bring products from conceptualization to realization. - Familiar with the technical principles of modern LLM/MLLM development and application for content generation and content understanding purposes. Preferred Qualifications: -Creative thinking and a passion for innovation. -Experience with the AIGC modeling process: Have previously trained or applied MLLM models (T2I and T2V) for key business use cases. -Understand the data curation process and model evaluation criteria when developing AIGC models.
Job Information
[For Pay Transparency]Compensation Description (Annually)
The base salary range for this position in the selected city is $176356 - $395280 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 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.
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; and
3. Exercising sound judgment.
About TikTok
TikTok is the leading destination for short-form mobile video. At TikTok, our mission is to inspire creativity and bring joy. TikTok's global headquarters are in Los Angeles and Singapore, and we also have offices in New York City, London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, and Tokyo.
Why Join Us
Inspiring creativity is at the core of TikTok's mission. Our innovative product is built to help people authentically express themselves, discover and connect - and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and bring joy - a mission we work towards every day.
We strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. Every challenge is an opportunity to learn and innovate as one team. We're resilient and embrace challenges as they come. By constantly iterating and fostering an "Always Day 1" mindset, we achieve meaningful breakthroughs for ourselves, our company, and our users. When we create and grow together, the possibilities are limitless. Join us.
Diversity & Inclusion
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. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.
TikTok Accommodation
TikTok is committed to providing reasonable accommodations in our recruitment processes for candidates with disabilities, pregnancy, sincerely held religious beliefs or other reasons protected by applicable laws. If you need assistance or a reasonable accommodation, please reach out to us at
Compétences linguistiques
- English
Avis aux utilisateurs
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