云智慧智能运维算法技术黑板报 | 内容合集

{"type":"doc","content":[{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"智能运维,又称 AIOps,它能够将大数据、AI 、机器学习和其他技术相结合,通过主动、个性化和动态的洞察力支持所有主要 IT 的运营功能。现在行业内对智能运维达成了高度的、更加面向现实的共识:AIOps要“以数据为基础、以场景为导向、以算法为支撑”。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"从经验主义到数据驱动再至业务导向,智能运维未来又将如何落地应用?云智慧在算法技术黑板报里与大家分享,我们对智能运维领域算法与场景的探究以及最佳实践成果。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"1、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/c01dc3fff0a5790ec4d2b3b09","title":null,"type":null},"content":[{"type":"text","text":"无场景不智能-面向场景的智能运维算法体系 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"从场景、算法、实践的角度,云智慧正在","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"为智能运维行业挖掘了一条算法体系建设的清晰路径","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"2、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/775f071ef30d88d413bdfc88b","title":null,"type":null},"content":[{"type":"text","text":"基于深度学习的日志异常检测 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"作为人工智能包含的机器学习分支之一,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"深度学习的日志异常又该如何检测?","attrs":{}},{"type":"text","text":"让我们来听听北大在读博士生,云智慧智能研究院算法研究实习生黄同学怎么说。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"3、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/e711042d18edfa9dd998aa908","title":null,"type":null},"content":[{"type":"text","text":"在智能运维中如何进行指标异常检测与分类? - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"通过阅读大量文献并结合实践经验,云智慧智能研究院研究员在这里","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"对指标的异常类型划分、常用的异常检测算法分类、数据分类进行了初步介绍","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"4、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/df6b98bfaaa1a9ee6c95552db","title":null,"type":null},"content":[{"type":"text","text":"针对各种指标数据如何选择合适的算法? - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"面对不同类型的指标数据,研究员根据","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"指标数据的特征与实践经验,为不同数据特征的指标数据推荐了合适的算法","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"5、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/ca2c4f667102a1991937951dd","title":null,"type":null},"content":[{"type":"text","text":"分布迁移下的深度学习时间序列异常检测方法探究 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"在智能运维领域中广泛存在分布迁移的问题,这对机器学习与深度学习算法是非常大的挑战。东京大学在读博士生、云智慧智能研究院算法研究实习生房同学,分享了他在该领域中","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"对深度学习时间序列异常检测方法的思考","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"6、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/56bac9bde95e0ea3921e8d502","title":null,"type":null},"content":[{"type":"text","text":"多指标异常检测方法综述 - 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InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"作为运维人员了解系统运行状况的重要途径,当告警消息的风暴来袭时,英国巴斯大学硕士生、云智慧智能研究院算法研究员卢同学,建议我们","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"基于告警信息的特性建立适用的告警管理算法体系","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"9、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/a3915c6a1d0f7ce96ad6466af","title":null,"type":null},"content":[{"type":"text","text":"时序序列分类算法概述 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"中国矿业大学(北京)博士、云智慧智能研究院算法工程师徐同学,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"从时序序列分类的概念、研究意义、基本框架及算法总结","attrs":{}},{"type":"text","text":"四个方面,分享了他","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"对时间序列分类算法的研究","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"10、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/e090ee26343e3f705d9b8d537","title":null,"type":null},"content":[{"type":"text","text":"智能运维中的指标预测 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"根据智能运维领域的指标预测场景所需,研究员","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"详细概述了指标预测的场景与算法","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"11、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/db30c755e1cd0168dc9547d84","title":null,"type":null},"content":[{"type":"text","text":"云智慧正式开源运维管理平台(OMP),加速AIOps社区生态建设 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"云智慧开源运维管理平台 OMP(Operation Management Platform),","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"具备纳管、部署、监控、巡检、自愈、备份、恢复等功能,可为用户提供安全便捷的运维和业务管理服务。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"12、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/e50f391d43c7c44864be4f324","title":null,"type":null},"content":[{"type":"text","text":"云智慧开源数据可视化编排平台—FlyFish - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"这是一款由云智慧自主设计与研发的","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"低门槛、高拓展性的低代码应用开发平台","attrs":{}},{"type":"text","text":",","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"可为大屏开发场景提供一站式解决方案。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"13、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/89c2681f54b9e997193a4c493","title":null,"type":null},"content":[{"type":"text","text":"GAIA:智能运维领域通用公开数据集 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"为进一步推动智能运维(AIOps)行业产学研协同发展,云智慧通过多年产业实践反哺学术研究,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"推出 GAIA(Generic AIOps Atlas)智能运维领域通用公开数据集。","attrs":{}},{"type":"text","text":"吸引学者共同探索、挖掘、解决 AIOps 领域问题。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"14、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/4dfc5c51416e5cb20290619a9","title":null,"type":null},"content":[{"type":"text","text":"智能运维之时间序列预测中的经典时序模型 - InfoQ 写作平台","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"智能运维领域时间序列预测都有哪些","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"典型应用场景","attrs":{}},{"type":"text","text":"?","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"典型的算法","attrs":{}},{"type":"text","text":"有哪些?这些算法在实际落地应用中有哪些优缺点?让我们一起来看看","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"云智慧对此是怎样理解的","attrs":{}},{"type":"text","text":"。","attrs":{}}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"大家看完还有什么疑问欢迎在下方留言~","attrs":{}}]}]}
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