雲智慧智能運維算法技術黑板報 | 內容合集

{"type":"doc","content":[{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"智能運維,又稱 AIOps,它能夠將大數據、AI 、機器學習和其他技術相結合,通過主動、個性化和動態的洞察力支持所有主要 IT 的運營功能。現在行業內對智能運維達成了高度的、更加面向現實的共識:AIOps要“以數據爲基礎、以場景爲導向、以算法爲支撐”。","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":"從經驗主義到數據驅動再至業務導向,智能運維未來又將如何落地應用?雲智慧在算法技術黑板報裏與大家分享,我們對智能運維領域算法與場景的探究以及最佳實踐成果。","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":"無場景不智能-面向場景的智能運維算法體系 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"從場景、算法、實踐的角度,雲智慧正在","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"爲智能運維行業挖掘了一條算法體系建設的清晰路徑","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":"基於深度學習的日誌異常檢測 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"作爲人工智能包含的機器學習分支之一,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"深度學習的日誌異常又該如何檢測?","attrs":{}},{"type":"text","text":"讓我們來聽聽北大在讀博士生,雲智慧智能研究院算法研究實習生黃同學怎麼說。","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":"在智能運維中如何進行指標異常檢測與分類? - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"通過閱讀大量文獻並結合實踐經驗,雲智慧智能研究院研究員在這裏","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"對指標的異常類型劃分、常用的異常檢測算法分類、數據分類進行了初步介紹","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":"針對各種指標數據如何選擇合適的算法? - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"面對不同類型的指標數據,研究員根據","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"指標數據的特徵與實踐經驗,爲不同數據特徵的指標數據推薦了合適的算法","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":"分佈遷移下的深度學習時間序列異常檢測方法探究 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"在智能運維領域中廣泛存在分佈遷移的問題,這對機器學習與深度學習算法是非常大的挑戰。東京大學在讀博士生、雲智慧智能研究院算法研究實習生房同學,分享了他在該領域中","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"對深度學習時間序列異常檢測方法的思考","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":"多指標異常檢測方法綜述 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"爲什麼單指標異常檢測方法可能會在多指標系統中失效?中國人民大學在讀博士生、雲智慧智能研究院算法研究實習生張同學,從統計與機器學習兩方面,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"梳理現有的部分多指標異常檢測方法的思路,","attrs":{}},{"type":"text","text":"並介紹了","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"基於投影降維的多指標異常檢測","attrs":{}},{"type":"text","text":"思路。","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":"7、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/e0146433103a459c477a43379","title":null,"type":null},"content":[{"type":"text","text":"智能運維之日誌語義異常檢測 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"着眼於運維人員在日誌分析方面所面臨的問題與實際需求,雲智慧智能研究院以日誌語義異常檢測爲切入點,進行了相關的分析與實驗,對在","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"智能運維中如何進行日誌分析,給出了基於日誌語義異常檢測的答案。","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":"8、","attrs":{}},{"type":"link","attrs":{"href":"https://xie.infoq.cn/article/a6c2ede5fd6866ca8eb1cf7fa","title":null,"type":null},"content":[{"type":"text","text":"告警風暴來襲,智能運維應如何化解? - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"作爲運維人員瞭解系統運行狀況的重要途徑,當告警消息的風暴來襲時,英國巴斯大學碩士生、雲智慧智能研究院算法研究員盧同學,建議我們","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"基於告警信息的特性建立適用的告警管理算法體系","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":"時序序列分類算法概述 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"中國礦業大學(北京)博士、雲智慧智能研究院算法工程師徐同學,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"從時序序列分類的概念、研究意義、基本框架及算法總結","attrs":{}},{"type":"text","text":"四個方面,分享了他","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"對時間序列分類算法的研究","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":"智能運維中的指標預測 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"根據智能運維領域的指標預測場景所需,研究員","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"詳細概述了指標預測的場景與算法","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":"雲智慧正式開源運維管理平臺(OMP),加速AIOps社區生態建設 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"雲智慧開源運維管理平臺 OMP(Operation Management Platform),","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"具備納管、部署、監控、巡檢、自愈、備份、恢復等功能,可爲用戶提供安全便捷的運維和業務管理服務。","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":"雲智慧開源數據可視化編排平臺—FlyFish - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"這是一款由雲智慧自主設計與研發的","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"低門檻、高拓展性的低代碼應用開發平臺","attrs":{}},{"type":"text","text":",","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"可爲大屏開發場景提供一站式解決方案。","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:智能運維領域通用公開數據集 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"爲進一步推動智能運維(AIOps)行業產學研協同發展,雲智慧通過多年產業實踐反哺學術研究,","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"推出 GAIA(Generic AIOps Atlas)智能運維領域通用公開數據集。","attrs":{}},{"type":"text","text":"吸引學者共同探索、挖掘、解決 AIOps 領域問題。","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":"智能運維之時間序列預測中的經典時序模型 - InfoQ 寫作平臺","attrs":{}}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"智能運維領域時間序列預測都有哪些","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"典型應用場景","attrs":{}},{"type":"text","text":"?","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"典型的算法","attrs":{}},{"type":"text","text":"有哪些?這些算法在實際落地應用中有哪些優缺點?讓我們一起來看看","attrs":{}},{"type":"text","marks":[{"type":"strong","attrs":{}}],"text":"雲智慧對此是怎樣理解的","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":"大家看完還有什麼疑問歡迎在下方留言~","attrs":{}}]}]}
發表評論
所有評論
還沒有人評論,想成為第一個評論的人麼? 請在上方評論欄輸入並且點擊發布.
相關文章