MindMap Gallery Data Structure-Algorithm Mind Map
An article about data structure-algorithm mind map, @algorithm is a description of the steps to solve a specific problem. @An algorithm is a finite sequence of instructions, a sequence of finite steps to solve a problem, where each instruction Let represent one or more operations.
Edited at 2023-11-28 15:16:46This is a panoramic infographic—currently sweeping across the web—illustrating the comprehensive applications of OpenClaw, a popular open-source AI agent platform. It systematically introduces this intelligent agent framework—affectionately dubbed "Lobster Farming"—helping readers quickly grasp its core value, technical features, application scenarios, and security protocols. It serves as an excellent introductory guide and practical manual.
這是一張最近風靡全網關於熱門開源AI代理平台OpenClaw的全網應用全景圖解。它系統性地介紹了這款被稱為「養龍蝦」的智慧體框架,幫助讀者快速理解其核心價值、技術特性、應用場景及安全規範,是一份極佳的入門指南與實操手冊。此圖主要針對希望利用AI建構自動化工作流程的技術從業人員、中小企業主及效率追求者,透過9大模組層層遞進,全面剖析了OpenClaw從概念到落地的整個過程。 圖中核心內容首先釐清了「養龍蝦」指涉的是OpenClawd開源智能體,並強調其本質是「AI基建」而非一般聊天機器人。隨後詳細比較其與傳統AI助理的區別,擁有記憶管理、權限控制、會話隔離和異常恢復四大基礎能力,支援跨平台存取和多模型相容(如GPT、Claude、Ollama)。同時,圖解提供了完整的部署方案(雲端/本地/Docker),並列舉了辦公室自動化、內容創作、資料收集等五大應用程式場景。此外,還展示了其火爆程度、政府與大廠佈局、安全部署建議及適合/不適合的人群分類。幫助你快速掌握OpenClaw技術架構與應用價值,指導個人或企業建構AI自動化系統,規避資料外洩與權限失控風險,是學習「執行式AI」轉型的權威參考圖譜。
本圖由萬興腦圖繪製,是針對IT研發崗位的結構化個人履歷模板,完整涵蓋求職核心資訊模組。基本資訊區包含姓名、電話、信箱、求職意願及GitHub連結;專業概要要求以2-3句提煉核心優勢;工作經驗以「公司A高級Java開發工程師」為例,以「透過(行動),達成(量化成果)」格式呈現微服務架構設計、系統效能優化、團隊技術規範制定等職責,公司B經歷則聚焦功能模組開發與Elasticsearch搜尋優化;技能專長分程式語言、後端框架、中介軟體、資料庫、容器雲等維度,清楚展示技術堆疊;專案成果以「電商平台秒殺系統」為例,說明技術棧、架構設計、個人貢獻(Redis Lua庫存原子扣減)及KPI;教育背景包含一流大學電腦專業學歷,以及AWS認證解決方案架構師、軟考中級軟體設計師證書。模板邏輯嚴謹,涵蓋IT研發求職全流程關鍵訊息,幫助求職者清晰、量化展示專業能力。
This is a panoramic infographic—currently sweeping across the web—illustrating the comprehensive applications of OpenClaw, a popular open-source AI agent platform. It systematically introduces this intelligent agent framework—affectionately dubbed "Lobster Farming"—helping readers quickly grasp its core value, technical features, application scenarios, and security protocols. It serves as an excellent introductory guide and practical manual.
這是一張最近風靡全網關於熱門開源AI代理平台OpenClaw的全網應用全景圖解。它系統性地介紹了這款被稱為「養龍蝦」的智慧體框架,幫助讀者快速理解其核心價值、技術特性、應用場景及安全規範,是一份極佳的入門指南與實操手冊。此圖主要針對希望利用AI建構自動化工作流程的技術從業人員、中小企業主及效率追求者,透過9大模組層層遞進,全面剖析了OpenClaw從概念到落地的整個過程。 圖中核心內容首先釐清了「養龍蝦」指涉的是OpenClawd開源智能體,並強調其本質是「AI基建」而非一般聊天機器人。隨後詳細比較其與傳統AI助理的區別,擁有記憶管理、權限控制、會話隔離和異常恢復四大基礎能力,支援跨平台存取和多模型相容(如GPT、Claude、Ollama)。同時,圖解提供了完整的部署方案(雲端/本地/Docker),並列舉了辦公室自動化、內容創作、資料收集等五大應用程式場景。此外,還展示了其火爆程度、政府與大廠佈局、安全部署建議及適合/不適合的人群分類。幫助你快速掌握OpenClaw技術架構與應用價值,指導個人或企業建構AI自動化系統,規避資料外洩與權限失控風險,是學習「執行式AI」轉型的權威參考圖譜。
本圖由萬興腦圖繪製,是針對IT研發崗位的結構化個人履歷模板,完整涵蓋求職核心資訊模組。基本資訊區包含姓名、電話、信箱、求職意願及GitHub連結;專業概要要求以2-3句提煉核心優勢;工作經驗以「公司A高級Java開發工程師」為例,以「透過(行動),達成(量化成果)」格式呈現微服務架構設計、系統效能優化、團隊技術規範制定等職責,公司B經歷則聚焦功能模組開發與Elasticsearch搜尋優化;技能專長分程式語言、後端框架、中介軟體、資料庫、容器雲等維度,清楚展示技術堆疊;專案成果以「電商平台秒殺系統」為例,說明技術棧、架構設計、個人貢獻(Redis Lua庫存原子扣減)及KPI;教育背景包含一流大學電腦專業學歷,以及AWS認證解決方案架構師、軟考中級軟體設計師證書。模板邏輯嚴謹,涵蓋IT研發求職全流程關鍵訊息,幫助求職者清晰、量化展示專業能力。
algorithm
concept
①An algorithm is a description of the steps to solve a specific problem. ②An algorithm is a finite sequence of instructions, a sequence of finite steps to solve a problem, where each instruction represents one or more operations.
Features
Finiteness
An algorithm can terminate after a finite number of steps and in a finite amount of time.
certainty
①Every instruction in the algorithm must have an exact meaning without ambiguity. ②Under any conditions, there is only one execution path. That is, for the same input, the same output must be produced.
feasibility
The operations described in the algorithm are feasible. The described operations in the algorithm can be realized by a finite number of operations of the implemented basic operations.
There is input
An algorithm has zero or more inputs.
There is output
An algorithm has one or more outputs.
Require
correctness
①Correctness refers to the absence of grammatical errors. ②The accuracy should be able to meet the requirements of specific problems and correctly reflect the needs.
readability
①Readability refers to how easy it is for people to read the algorithm. ②Good readability helps people understand the algorithm.
Robustness
① Robustness mainly refers to the ability to handle errors or abnormal situations. ②When the input data is illegal, the algorithm can handle it appropriately instead of producing inexplicable output results.
Efficiency and storage requirements
①Efficiency describes the execution time of the algorithm, and storage capacity refers to the maximum storage capacity space required during the execution of the algorithm. ② It requires as little time as possible and as low storage requirements as possible.
estimate
Assessment concept
①The most important basis for evaluating the quality of a program algorithm is how much machine resources the program takes up during its execution. Among various machine resources, the most important ones are time resources and space resources. ② Therefore, when analyzing a program, the most important thing everyone is concerned about is the time cost of the algorithm used in the program when it is running and the space cost occupied by the data structures used in the program. ③In other words, time complexity and space complexity are usually used to measure the efficiency of an algorithm.
Evaluation angle
space complexity
time complexity
method
ex ante analysis and estimation method
post hoc statistics
size
O(1)<O(log2n)<O(n)<O(nlog2n)O(n2)<O(n3)<O(2n)<O(n!)O(nn)
Classification
Worst time complexity
Worst time complexity refers to the time complexity of the algorithm in the worst case.
best time complexity
Best time complexity refers to the time complexity of the algorithm in the best case.
average time complexity
The average time complexity refers to the expected running time of the algorithm when all possible input instances occur with equal probability.
question type
Addition principle
Suitable for several independent for loops, not nested within each other
multiplication principle
It is suitable for a nested for loop, and the number of inner and outer for loops is independent of each other.
First term plus last term multiplied by the number of terms divided by two
It is suitable for nesting a for loop, but the times of the inner and outer for loops are not independent and related to each other.
Keep the highest power term principle
It is suitable for directly seeing the number of cycles, retaining the highest power term, and removing the coefficient of the highest power term.
Assume the unknown method
①Suppose the number of cycles is equal to t.
② Find the relationship between t and i by listing the first three or five loop variables and the number of loops. (i here refers to the loop variable)
③ Substitute the equation of t and i found through ② into the loop condition.
④ Solve for the value of t.
⑤ Show the time complexity. (Keep the highest power term, and remove the coefficient of the highest power term.)