美团【转正实习】计算机视觉工程师
实习兼职食杂零售地点:北京 | 上海状态:招聘
任职要求
1.本科及以上学历; 2.熟练掌握模式识别和图像视频处理领域的基础理论和方法,在一个或多个领域有深入研究;在机器学习和深度学习方面具备扎实的理论基础和工程实现能力,熟悉PyTorch、TensorFlow等主流框架; 3.优秀的分析和解决问题的能力、项目推动力和团队协作能力。 具备以下经验者优先 1.在计算机视觉领域内的权威期刊(TPMAI, TIP, IJCV, TMM等)或顶级会议(CVPR,ICCV,ECC…
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工作职责
1.负责通用视觉技术能力的构建,如OCR、人脸人体分析、图像视频理解、3D视觉、图形和渲染算法、基础模型、跨模态理解与生成、MLOps等; 2.负责视觉技术在美团全场景下的落地,包括但不限于内容审核、视频结构化理解、智能文档分析、身份核验、智能创作、自动驾驶、场景数字化、摄像头视觉感知、视频流分析、IoT视觉等; 3.负责前瞻技术的探索及攻坚,如生成式AI、神经网络渲染、点云处理、增强现实等。
包括英文材料
学历+
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.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
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