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Senior Machine Learning Engineer (CV/NLP/Multimodal/LLM) -E-commerce Governance

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About the TeamThe Governance and Experience Algorithm team was established in September 2020 and its main job is to support the following businesses with the most advanced AI technology:- Combat any kinds of risks/violations issues in E-commerce scenarios.- Build an E-commerce ecosystem and improve platform service capabilitiesResponsibilities:- Responsible for identifying algorithms for risk/violation/low-quality issues in e-commerce scenarios such as products, shopping cart short videos, and live streaming with products.- Responsible for mining and identifying algorithms to detect fraudulent behaviors and identify risky, violated, or low-quality merchants and creators.- Responsible for optimizing algorithms for large-scale brand libraries, products, and content deduplication/clustering.- Responsible for data construction, instruction fine-tuning, CoT, alignment, and other work for large models in the e-commerce domain, aiming for ultimate effect optimization in the e-commerce domain.- Responsible for exploring reinforcement learning and operational research algorithms in intelligent dispatching and intelligent audit scheduling to improve audit quality and efficiency.What You Will Do:- Optimize various basic algorithms such as NLP, vision, multimodal, search, graph, LLM, etc. to provide support for governance business, explore cutting-edge technologies, and apply them to e-commerce business scenarios.- Streamline the optimization and iteration process for computer vision models in e-commerce settings, including fine-grained classification of product images, product object recognition, product subject recognition, feature extraction, logo detection, brand recognition, etc.- Optimize video classification, multimodal content mining, and multimodal content understanding of e-commerce short videos and live broadcasts, and optimize the e-commerce short video shopping experience.- Optimize the risk identification model related to text content in e-commerce scenarios, such as product copywriting, picture text, and voice descriptions.- Optimize the risk mining algorithm for comments, reports, and other public opinion content related to products/short videos/live broadcasts, and improve the platform governance effect.- Responsible for the research of large-scale multimodal (vision, speech, natural language, etc.) algorithms and their implementation in e-commerce scenarios.- Extract extensive data from various entities, such as content in e-commerce live broadcasts, products, merchants, and influencers. Model large-scale networks to support business scenarios like content understanding, multimodal representation, and community mining for problem-solving purposes.- Participate in the construction of a large-scale graph storage and graph learning platform, supporting the basic ability of graph learning with billions of nodes and edges.Minimum Qualifications:- Bachelor's degree or above in computer science or related field- Solid coding skills, ability to develop in a Linux environment, proficient in Python, Go, or C++- Solid foundation in data structures/algorithms, proficient in machine learning/deep learning theory, and rich practical experience- Familiar with 1-2 areas in natural language processing, computer vision, multimodal, graph algorithms, search algorithms, text/data mining, and LLM- Excellent analytical and problem-solving skills, passionate about challenging problems- Good team spirit and strong communication skillsPreferred Qualifications- Experience in platform governance/audit/risk control/content security or overseas internet/e-commerce business is preferred- Experience studying, working, or living overseas is preferred.Req ID: TVCL

Vacancy posted a month ago
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