钉钉(千问办公)钉钉-通用视觉理解(视频分析)-Agent 算法专家
社招全职3年以上技术类-算法地点:杭州状态:招聘
工作描述
任职要求 计算机、人工智能、模式识别、自动化等相关专业,本科及以上,具备扎实的机器学习/深度学习基础。 熟悉计算机视觉与视频理解核心方向,具备检测、分割、跟踪、动作识别、时序建模、事件分析等相关经验。 熟悉 VLM/MLLM/Omni 多模态模型原理及应用,有视频理解、多模态问答、视频 Agent 或具身/交互式智能体经验者优先。 熟悉大模型后训练方法,包括 SFT、DPO、RL/RLHF 等,对 Agent 能力对齐、任务分解、规划推理有实战经验。 具备 Agent/tool use/function calling/RAG 相关经验,能够设计基于工具增强的多轮推理流程。 熟悉长短期记忆、上下文管理、时序信息压缩与检索机制,有长视频理解或流式视频分析经验者优先。 熟练使用 PyTorch,具备模型训练、微调、部署与性能优化能力;有低延迟推理、流式系统优化经验者优先。 具备较强的问题抽象与系统设计能力,能够从业务场景出发定义任务、构建数据、设计评测并推动落地。 优先条件 有工…
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包括英文材料
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
智能体+
https://learn.microsoft.com/en-us/shows/ai-agents-for-beginners/
In this 10-lesson course we take you from concept to code while covering the fundamentals of building AI agents.
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
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