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Machine Learning Engineer, Multimodality
Machine Learning Engineer, MultimodalityTikTok • San Jose
Machine Learning Engineer, Multimodality

Machine Learning Engineer, Multimodality

TikTok • San Jose
[job_card.30_days_ago]
[job_preview.job_type]
  • [job_card.full_time]
[job_card.job_description]

We use an AIGC large model, deep learning, machine learning and other technologies to establish a safe and trusted connection between billions of active users and the company's commercial products (advertising, e-commerce, live broadcast, . By building a highly concurrent and highly reliable risk control system, we can perceive and deal with the risks of commercial products in real time. By building an end-to-end deep learning model and machine learning system, we can understand the content of commercial products and automatically review tens of millions of content in a short time. We sincerely invite you to join us and build the most advanced risk control system in the industry.

Responsibilities :

1. Responsible for understanding content of advertisements, including titles, images, videos, OCR texts, ASR texts, etc.

2. Responsible for the construction of models, such as AIGC model, image / video model, multimodality model, etc.

3. Responsible for model acceleration, improving inference efficiency while maintaining the effectiveness of models.

4. Responsible for tracking and implementation of SOTA technologies in the CV / Multimodality.

Minimum Qualifications

1. Excellent algorithm foundation and programming ability, familiar with mainstream programming languages such as python / c++.

2. Familiar with model training frameworks, such as tensorflow, pytorch, mxnet, etc.

3. Proficiency in building or finetuning LLMs at scale. Worked across CV, NLP or text / audio technologies. Preferred Qualifications

1. Excellent algorithm foundation and programming ability, familiar with mainstream programming languages such as python / c++.

2. Familiar with NLP-related tasks, such as text classification, keyword matching, large language model (LLM), etc.

3. Familiar with CV-related tasks, such as image / video classification, object detection, retrieval, etc.

4. Familiar with multimodality technologies, such as vision-language pretraining.

5. Bachelor's degree or above, majoring in Computer Science, Computer Engineering, Electrical Engineering, or other related fields.

6. Have excellent analytical and problem-solving skills, logical thinking skills, communication and collaboration skills. Maintain curiosity about new things, and have a strong sense of responsibility, integrity and reliability.

7. Experience in Gen-AI or AIGC models is preferred.

8. Published papers in CVPR, ICCV, ECCV, TPAMI, IJCV, ICML, NeurIPS, ICLR, ACL, EMNLP, NAACL, etc.

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