【转】What skills should a good developer possess?

本文提供了一个详尽的能力矩阵,概述了从初级到高级不同阶段软件开发者应具备的关键技能,包括算法、数据结构、数据库管理、网络知识等核心领域。

source:http://kevinrodrigues.com/blog/2009/12/28/what-skills-should-a-good-developer-possess/

 

算是比较全的列表,权且用来自检一下吧,分为三个等级 未知 了解 掌握 

革命尚未成功,同志仍需努力!

 

The capability matrix below provides an excellent capability matrix of what skills a good software developer should possess.

Capability Matrix

SkillSoftware Engineer (2+ yrs)Sr Software Engineer (4+ yrs)Tech Lead (8+ yrs)GM (10+ yrs)
Algorithmic skills
Understand and  complex problems quicklyMust haveMust haveMust haveMust have
Understand trade-offs between space / time complexityMust haveMust haveMust haveMust have
Come up with solutions with minimal space / time complexityShould haveMust haveMust haveMust have
Reasonably mathematically savvyBonusBonusShould haveShould have
Familiarity with graph theory, graph traversals etcBonusBonusShould haveShould have
Data Structures
Basic Knowledge of data structures – Hashmaps, Binary tree, B-Tree, B+Tree, Linked Lists etcShould haveMust haveMust haveMust have
Understanding of trade-offs between various data structures etcShould haveMust haveMust haveMust have
Advanced Knowledge of implementation of data structures – Hashmaps, Binary tree, B-Tree, B+Tree, Linked Lists etcShould haveShould haveMust haveMust have
RDBMS
Basic RDBMS knowledgeMust haveMust haveMust haveMust have
Advanced RDBMS knowledgeShould haveShould haveMust haveMust have
Query optimizationShould haveShould haveMust haveMust have
RDBMS tuningShould haveShould haveMust haveMust have
Replication and ClusteringShould haveShould haveMust haveMust have
RDBMS ScalabilityShould haveShould haveMust haveMust have
Caching
Basic knowledge of cachingShould haveMust haveMust haveMust have
Advanced caching strategiesShould haveShould haveMust haveMust have
Design and modeling
Strong knowledge of OOPsMust haveMust haveMust haveMust have
Design patterns and application thereofShould haveMust haveMust haveMust have
Understanding of KISS, YAGNI, DRY, SOC, SRP, Loose Coupling etcShould haveMust haveMust haveMust have
Networking
Basic knowledge of DNSShould haveMust haveMust haveMust have
Protocol level understanding of TCP / UDPShould haveShould haveMust haveMust have
Deep understanding of OSI stackShould haveShould haveShould haveMust have
Basic understanding of Routing conceptsShould haveShould haveShould haveMust have
Socket programming
Ability to implement a protocol server/clientShould haveMust haveMust haveMust have
Ability to write high performance server/clientShould haveShould haveMust haveMust have
Understanding of Async I/OShould haveShould haveMust haveMust have
Understanding of various network protocolsShould haveShould haveShould haveMust have
Web application development
Basic HTML and CSSMust haveMust haveMust haveMust have
Basic JavascriptShould haveMust haveMust haveMust have
Protocol level knowledge of HTTPShould haveMust haveMust haveMust have
Advanced HTML and CSSShould haveShould haveMust haveMust have
Advanced JavascriptShould haveShould haveMust haveMust have
Ajax / FlexShould haveMust haveMust haveMust have
Understanding of MVC architectureShould haveMust haveMust haveMust have
Multi-threading and concurrency
Basic knowledge of multi-threadingMust haveMust haveMust haveMust have
Advanced knowledge of multi-threading / trade-offsShould haveMust haveMust haveMust have
Automated Testing
Understanding of unit testingShould haveMust haveMust haveMust have
TDDShould haveMust haveMust haveMust have
Writing code conducive to Automated testingShould haveMust haveMust haveMust have
Planning and writing functional testsShould haveMust haveMust haveMust have
Planning and writing stress testsShould haveShould haveMust haveMust have
Knowledge of unit and functional testing frameworks for relevant platformsShould haveShould haveMust haveMust have
OS Concepts
Understanding of OS concepts, kernel, interrupts, native libraries etcBonusBonusShould haveMust have
Understanding of OS process scheduling conceptsBonusBonusShould haveMust have
IPC / RPC / Web Services
Knowledge of different forms of IPC / RPCShould haveMust haveMust haveMust have
Knowledge of various protocols involved and trade-offsShould haveShould haveMust haveMust have
Basic implementation knowledge of any one RPC mechanismShould haveMust haveMust haveMust have
Advanced knowledge of SOAP / REST / other remotingShould haveMust haveMust haveMust have
Security
Knowledge of OWASPBonusShould haveMust haveMust have
Knowledge of Network layer securityBonusBonusMust haveMust have
Knowledge of secure architecturesBonusBonusShould haveMust have
Internationalization
Knowledge of Unicode and its implementationsBonusShould haveMust haveMust have
Knowledge of implementation of internationalized interfacesBonusShould haveMust haveMust have
Understand implications of internationalized data in RDBMS, searches, indexing etcBonusShould haveMust haveMust have
Development Methodologies
Knowledge of Agile, XP, Scrum, TDD and pairingBonusShould haveMust haveMust have
Knowledge of Identifying code smells and RefactoringShould haveMust haveMust haveMust have
Scaling
Write and plan stress tests to determine scalabilityBonusBonusMust haveMust have
Ability to identify scalability and performance bottlenecks quicklyBonusBonusMust haveMust have
Ability to determine whether an application is / will be disk bound, memory bound, cpu bound, network bound etcBonusBonusMust haveMust have
Understanding of all layers from the hardware to the application to determine bottlenecksBonusBonusMust haveMust have
Knowledge of scaling techniques on the application side such as Async IO, caching, multi-threading etcBonusBonusMust haveMust have
Knowledge of scaling techniques on the data side such as Identifying optimized data structures, caching strategies, Horizontal / Vertical partitioning, replication / clusteringBonusBonusMust haveMust have
Knowledge of scaling techniques on the app server side such as clustering and load balancingBonusBonusMust haveMust have
System Administration
Basic Unix commands and shell operation (including grep, awk, sed, regex and shell / perl scripting)BonusShould haveMust haveMust have
Basic Windows administrationBonusShould haveMust haveMust have
Usability
Knowledge of information architectureBonusShould haveMust haveMust have
Ability to design intuitive UIBonusShould haveMust haveMust have
Communication Skills
Good grammar – written and oralMust haveMust haveMust haveMust have
Ability to understand discussions wellMust haveMust haveMust haveMust have
Ability to articulate a concept / subject wellMust haveMust haveMust haveMust have
Good command over vocabularyShould haveShould haveMust haveMust have
Penchant for Writing
Frequently writes internal / external documents / articlesShould haveMust haveMust haveMust have
Conducts internal and external training sessionsShould haveShould haveMust haveMust have
Penchant for reading
Avid reader of tech and industry blogs, articles, news and books etcMust haveMust haveMust haveMust have
Strategy and Vision
Business acumenBonusBonusMust haveMust have
Ability to determine features and product strategyBonusBonusMust haveMust have
Platform Selection
Ability to select languages, OS, RDBMS, Data structures, Frameworks, libraries, Hardware for an applicationBonusBonusMust haveMust have
Understand performance, cost and other trade-offs between myriad platform choicesBonusBonusMust haveMust have
Architecture
Understanding of deployment architectures and their trade-offsBonusBonusMust haveMust have
Capacity Planning
Ability to plan and conduct capacity planning exercisesBonusBonusMust haveMust have
Soft Skills
Likeable / people’s personShould haveMust haveMust haveMust have
Ability to garner respect amongst peers by demonstrable knowledge and actionsShould haveMust haveMust haveMust have
Proactive mentor who loves to impart and share knowledgeShould haveMust haveMust haveMust have
Attract and Recruit ‘A’ playersBonusBonusMust haveMust have
Train and grow teamBonusBonusMust haveMust have
Contribute to process evolutionBonusBonusMust haveMust have
Motivate and inspire the teamBonusBonusMust haveMust have
Product Evangelism
Frequently blogBonusShould haveMust haveMust have
Misc
HumilityMust haveMust haveMust haveMust have
内容概要:本文介绍了一个基于冠豪猪优化算法(CPO)的无人机三维路径规划项目,利用Python实现了在复杂三维环境中为无人机规划安全、高效、低能耗飞行路径的完整解决方案。项目涵盖空间环境建模、无人机动力学约束、路径编码、多目标代价函数设计以及CPO算法的核心实现。通过体素网格建模、动态障碍物处理、路径平滑技术和多约束融合机制,系统能够在高维、密集障碍环境下快速搜索出满足飞行可行性、安全性与能效最优的路径,并支持在线重规划以适应动态环境变化。文中还提供了关键模块的代码示例,包括环境建模、路径评估和CPO优化流程。; 适合人群:具备一定Python编程基础和优化算法基础知识,从事无人机、智能机器人、路径规划或智能优化算法研究的相关科研人员与工程技术人员,尤其适合研究生及有一定工作经验的研发工程师。; 使用场景及目标:①应用于复杂三维环境下的无人机自主导航与避障;②研究智能优化算法(如CPO)在路径规划中的实际部署与性能优化;③实现多目标(路径最短、能耗最低、安全性最高)耦合条件下的工程化路径求解;④构建可扩展的智能无人系统决策框架。; 阅读建议:建议结合文中模型架构与代码示例进行实践运行,重点关注目标函数设计、CPO算法改进策略与约束处理机制,宜在仿真环境中测试不同场景以深入理解算法行为与系统鲁棒性。
评论
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值