&figure&&img src=&https://pic1.zhimg.com/v2-5da4030fbea463ff4bed_b.jpg& data-rawwidth=&585& data-rawheight=&189& class=&origin_image zh-lightbox-thumb& width=&585& data-original=&https://pic1.zhimg.com/v2-5da4030fbea463ff4bed_r.jpg&&&/figure&&p&作为一名大学生，学习过程中总会遇到各式各样的问题：&/p&&p&用什么能下载最新的电影？&/p&&p&最新的小说？&/p&&p&最专业的课程？&/p&&p&又从哪里查（chao）最不容易重复的资料和最全的题库？&/p&&figure&&img src=&https://pic1.zhimg.com/v2-ac5ea9e30ceb01bda820202_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&476& data-rawheight=&193& class=&origin_image zh-lightbox-thumb& width=&476& data-original=&https://pic1.zhimg.com/v2-ac5ea9e30ceb01bda820202_r.jpg&&&/figure&&p&&br&&/p&&p&如果什么问题都是找度娘的话，呵呵，效率并不高。&/p&&p&其实，有很多功能强大的网站解决你各种小烦恼。&/p&&p&就像今天介绍的这十二个神器，&/p&&p&虽然小众但绝对有一款会成为你收藏夹里的永久书签。&/p&&p&学习篇&/p&&p&1. VIPExam：考试学习资源数据库&/p&&figure&&img src=&https://pic3.zhimg.com/v2-ceb49f37ef07d0bfff935ace3f30f91a_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&583& data-rawheight=&268& class=&origin_image zh-lightbox-thumb& width=&583& data-original=&https://pic3.zhimg.com/v2-ceb49f37ef07d0bfff935ace3f30f91a_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//open.vipexam.org/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&open.vipexam.org/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&与传统的考试学习软件和网站不同，中科VIPExam数据库在2005年创建之初得到北大、东南等国内多所著名高校大力支持，目前涵盖计算机类、英语类等11大辑685类热门考试题目，总题量超6万套。收录有我们熟悉的英语四六级、计算机等级考试、公务员考试、考研等历年真题及模拟试卷，是国内相当权威的学习资源数据库。&/p&&p&在大一得知这个网站后，几乎每次国内统考前期备考（如计算机二级等），我都会在这里刷几套真题，可以模拟考场答题，离线下载试卷、解析也很全面，错题本等功能也是相当贴心，而且还可以查询考试成绩。&/p&&p&提醒首次登陆需要注册，之后再次登陆时网址就会更改到自己学校的域名上，所以首次登陆后记得收藏网址！&/p&&p&2. MOOC中国：分享最好的在线课程&/p&&figure&&img src=&https://pic1.zhimg.com/v2-b4e0f4b5ce08d1d558ffd43d87723ed7_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&614& data-rawheight=&221& class=&origin_image zh-lightbox-thumb& width=&614& data-original=&https://pic1.zhimg.com/v2-b4e0f4b5ce08d1d558ffd43d87723ed7_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.mooc.cn/course& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&mooc.cn/course&/span&&span class=&invisible&&&/span&&/a&&/p&&p&相比于上一个强大的学习数据库，慕课应该是更为人熟知的。从美国高校创建之后，慕课拉开了线上学习的大幕，很快让全球高等教育陷入了互联网狂热中。&/p&&p&如今该网站涵盖包括诸如斯坦福，哈佛的Coursera、edX，国内清华大学等高校创办的的学堂在线、中国大学MOOC等平台，集结最优质的教育资源。&/p&&p&如果你对某方面的专业知识感兴趣，不如利用课余时间报名参加其中的课程。&/p&&p&3. 万方数据：论文文献检索网站&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.wanfangdata.com.cn/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&wanfangdata.com.cn/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&虽然还没有到大四准备毕业论文的时间，不过在和老师做项目的过程中有幸提前接触了论文这个大学生一想到就会头疼的事物。&/p&&p&除了广为人知的CNKI中国知网之外，个人比较青睐的还有万方数据这个网站，包括众多中外学术论文、专利、等科技文献，堪称写论文必备神器。&/p&&p&特点：种类比较齐全，部分要收费，可以在本校的图书馆资源中搜索看是否已经购买过使用权，这样就可以免费使用了。（高校图书馆大多都会有吧）&/p&&p&资源篇&/p&&p&4万成文库：文档资料在线搜索及免费下载&/p&&figure&&img src=&https://pic3.zhimg.com/v2-cdcd69bdcda_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&586& data-rawheight=&200& class=&origin_image zh-lightbox-thumb& width=&586& data-original=&https://pic3.zhimg.com/v2-cdcd69bdcda_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.wanchengwenku.com/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&wanchengwenku.com/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&接下来这款神器在我大学两年的生活中的帮助，只能用巨大来形容。&/p&&p&大学老师授课大多以理论知识为主，大多不会讲解书后作业的做法，这样给我们对知识的熟练运用和掌握就提出了问题。&/p&&p&那么书后题的答案哪里找？还在用百度文库或者豆丁、道客巴巴，无奈都没有积分可以兑换。&/p&&p&万成文库，一个可以提供各类文档免费下载的网站，包括教学资料、考试题库、专业资料、公文写作、法律文件等多个领域的资料。只需要qq登录即可，不需要任何的积分兑换！！（感动哭）&/p&&p&5.像素种籽&/p&&figure&&img src=&https://pic2.zhimg.com/v2-6b5b311ac87_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&570& data-rawheight=&284& class=&origin_image zh-lightbox-thumb& width=&570& data-original=&https://pic2.zhimg.com/v2-6b5b311ac87_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.pixseed.com/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&pixseed.com/&/span&&span class=&invisible&&&/span&&/a&（这条是大黄要求放进来的，我们本来不想放）&/p&&p&这是个学习网站，它的强大之处在于不是线上教育，而是线下的面授课。像素种籽是完美世界产业集群教育板块旗下的教育机构，它承载了完美世界产业集群在游戏、影视、动漫等领域的经验，把一线行业经验凝炼为符合市场与行业趋势的人才培养体系。&/p&&p&授课领域涵盖数字艺术领域的多个课程，现在包括角色设计、场景设计、动作设计、3D角色、VR开发与应用等。&/p&&p&6. 免费电子书资源集合地&/p&&figure&&img src=&https://pic3.zhimg.com/v2-2c42f6614d_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&593& data-rawheight=&269& class=&origin_image zh-lightbox-thumb& width=&593& data-original=&https://pic3.zhimg.com/v2-2c42f6614d_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.oxingtui.com/other/resource.htm& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&oxingtui.com/other/reso&/span&&span class=&invisible&&urce.htm&/span&&span class=&ellipsis&&&/span&&/a&&/p&&p&说到电子书，有很多热门的网站啊，比如TXT小说天堂、乐读、读远等等……不过当我发现这个网站之后，只能专宠这一个了。&/p&&p&这是一个网上的大神整理的资源，用他的话说，“帮助各位更好的寻找、下载、利用网络上浩如烟海的电子资源”。这里包含中文、外文、专业书籍、杂志、古籍文史、动漫有声书、评书等上百个相关网站。&/p&&p&总结下该网站的优点：免费文档众多，分门别类清晰，下载界面友好。无论你想找哪一种电子书，总有一个适合你。&/p&&p&7. 西林街：全能型网盘搜索神器&/p&&figure&&img src=&https://pic4.zhimg.com/v2-47c4fc98d709f_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&588& data-rawheight=&214& class=&origin_image zh-lightbox-thumb& width=&588& data-original=&https://pic4.zhimg.com/v2-47c4fc98d709f_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.xilinjie.com/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&xilinjie.com/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&情境：关于搜索网盘资源、影视、图书时，最开始的搜索方式是百度，后来换用360、百度网盘、新浪微盘等。一个搜不到换另一个，效率很低。&/p&&p&直到去年知道了西林街的存在，很快就成为了我的独宠。&/p&&p&这个吸纳了各大网盘网站千万亿网盘资源的全能型网盘搜索引擎，得到了超过97%网友好评。界面相当简洁、搜索也精准!&/p&&p&比如我搜索了最近大热的《你的名字》。&/p&&figure&&img src=&https://pic2.zhimg.com/v2-c_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&488& data-rawheight=&319& class=&origin_image zh-lightbox-thumb& width=&488& data-original=&https://pic2.zhimg.com/v2-c_r.jpg&&&/figure&&p&&br&&/p&&p&有相关资源的网站和网盘一览无遗，想下载哪个自己挑吧&/p&&p&8. 善用佳软：高效能人士的软件应用集结地&/p&&figure&&img src=&https://pic1.zhimg.com/v2-0b2215fdd7d2bf41d70eb1d5_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&598& data-rawheight=&292& class=&origin_image zh-lightbox-thumb& width=&598& data-original=&https://pic1.zhimg.com/v2-0b2215fdd7d2bf41d70eb1d5_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=https%3A//xbeta.info/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://&/span&&span class=&visible&&xbeta.info/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&情境：因为学生工作等诸多原因，需要电脑上安装很多软件，比如采访的时候要录屏等。众所周知百度竞价的原因，直接搜索出来的软件使用体验不见得好，而且下载时还经常有捆绑下载等恼人的问题。&/p&&p&善用佳软，一位微博大神自己搭建的网站，汇总了很多同类软件中的精品，并且保持不定期的更新。虽然界面相比而言比较丑，不过各类软件免费下载功能详细介绍、操作技巧教程应有尽有，干货满满啊。&/p&&p&需要什么软件资源，就自己发掘吧。&/p&&p&工具篇&/p&&p&9. SmallPDF：PDF在线转换格式神器&/p&&figure&&img src=&https://pic1.zhimg.com/v2-dd46ba60e486dda9a271_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&609& data-rawheight=&217& class=&origin_image zh-lightbox-thumb& width=&609& data-original=&https://pic1.zhimg.com/v2-dd46ba60e486dda9a271_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=https%3A//smallpdf.com/cn& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://&/span&&span class=&visible&&smallpdf.com/cn&/span&&span class=&invisible&&&/span&&/a&&/p&&p&因为在学校学生工作的原因，要接触到关于文档的很多细节问题，比如需要将PDF的格式转换，制作简历时要输出一份图片文件。网站上有很多格式转换的软件，但是大多只能实现部分格式之间的转化，感觉为此下载又不划算。&/p&&p&后来，发现了Smallpdf这个功能强悍的在线网站，关于PDF我目前所能遇到的所有问题都可以在这里得到解决！刚刚登录之后会是英文，在右下角可以设置语言为简体中文，至于接下来的操作就只有上传文件等傻瓜操作即可。&/p&&p&合并、分割、旋转等后面的功能我还没有使用过，也是第一次听说，感兴趣的可以尝试下。&/p&&p&最后，建议不用购买使用权，使用试用版登录邮箱即可，唯一的小缺点就是24小时内操作次数有限，不过对于学生党已经足够了。&/p&&p&10. 永硕e盘：在线网络硬盘&/p&&figure&&img src=&https://pic2.zhimg.com/v2-46e09ed4daa8fc9826bcb9fed7a7fa84_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&566& data-rawheight=&301& class=&origin_image zh-lightbox-thumb& width=&566& data-original=&https://pic2.zhimg.com/v2-46e09ed4daa8fc9826bcb9fed7a7fa84_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//www.ys168.com/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&ys168.com/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&情境：外出到复印社发现自己忘记带优盘了，只能苦逼地回到宿舍，这种粗心大意的事情在我身上不知发生多少次了。&/p&&p&永硕e盘，专业的数据存储平台，注册之后便会拥有1000M的免费容量，对于需要备份的重要文档文件，这个容量已经足够了。&/p&&p&注册之后，可以在空间常规设置里设置登陆密码。此后登录时需以包含自己用户名的二级域名的形式直接进入空间，这样在拥有自己独有网址，即便是在别人的电脑上也可以看到自己网上的文件夹了。&/p&&p&在空间的功能区里可以点击增加目录，上传文件，还集成了添加网址链接、增加子目录等。多人在线时还可以数据实时刷新显示。&/p&&p&11. 创客贴：简单实用的在线设计网站&/p&&p&网址：&a href=&https://link.zhihu.com/?target=https%3A//www.chuangkit.com/dc.html& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://www.&/span&&span class=&visible&&chuangkit.com/dc.html&/span&&span class=&invisible&&&/span&&/a&&/p&&p&情境：一度苦恼于公众号首图、底部二维码制作；或者纠结于简历、海报、邀请函等一切需要设计灵感的事物，如今即便是在学校，设计在许多场景中都是一种常用的技能。&/p&&p&创客贴堪称拯救非设计专业小白的一款神器，在一定程度上保证标准化的同时，为用户提供了大量的素材和资源.，我们要做的就是大开脑洞，天马行空地把它们拼凑在一起了。&/p&&p&12. 幕布：便捷的在线思维工具&/p&&figure&&img src=&https://pic1.zhimg.com/v2-b0decf6160_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&579& data-rawheight=&315& class=&origin_image zh-lightbox-thumb& width=&579& data-original=&https://pic1.zhimg.com/v2-b0decf6160_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//mubu.io/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&mubu.io/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&情境：当社团或者团队在头脑风暴，言论杂七杂八理不清头绪身边恰好没有笔和纸时；当自己在脑中分析某件事情时需要工具来快速整理出结构时；当要对一份活动策划的细节拆分时……&/p&&p&你还在用Word编号功能列出要点么？或者用思维导图软件时还在纠结整个布局？&/p&&p&幕布是一款在线思维笔记工具，可以通过树形结构来组织内容，让笔记更有条理性，操作非常简单；快速的整理头脑中的内容大纲，一键生成思维导图；梳理和拆分任务，不断细化对应细节，释放大脑。&/p&&p&适用于：读书笔记、管理任务、制定工作计划、头脑风暴。&/p&&p&13.AnywhereAnything：优秀网站集结地&/p&&figure&&img src=&https://pic1.zhimg.com/v2-7feaa273bd8c2b9bf328fd7f4786466d_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&578& data-rawheight=&256& class=&origin_image zh-lightbox-thumb& width=&578& data-original=&https://pic1.zhimg.com/v2-7feaa273bd8c2b9bf328fd7f4786466d_r.jpg&&&/figure&&p&&br&&/p&&p&网址：&a href=&https://link.zhihu.com/?target=http%3A//lackar.com/aa/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&lackar.com/aa/&/span&&span class=&invisible&&&/span&&/a&&/p&&p&最后安利下一个集大成的汇总类型网站，包含各类常见的优秀网站，由一位网上的自由交互视觉设计师2013年搭建的。&/p&&p&网站主要有知识、设计、搜索、编程、电影、书籍等大类的有关网站，无法一一列举，简直就是一个大的收藏夹！&/p&&p&&/p&
作为一名大学生，学习过程中总会遇到各式各样的问题：用什么能下载最新的电影？最新的小说？最专业的课程？又从哪里查（chao）最不容易重复的资料和最全的题库？ 如果什么问题都是找度娘的话，呵呵，效率并不高。其实，有很多功能强大的网站解决你各种小烦…
&figure&&img src=&https://pic3.zhimg.com/v2-bc3fbcb7f33b8be6f7294e20deb563ae_b.jpg& data-rawwidth=&649& data-rawheight=&771& class=&origin_image zh-lightbox-thumb& width=&649& data-original=&https://pic3.zhimg.com/v2-bc3fbcb7f33b8be6f7294e20deb563ae_r.jpg&&&/figure&&h2&&b&引言&/b&&/h2&&p&随着圣诞的到来，大家纷纷@官方微信给自己的头像加上一顶圣诞帽。当然这种事情用很多P图软件都可以做到。但是作为一个学习图像处理的技术人，还是觉得我们有必要写一个程序来做这件事情。而且这完全可以作为一个练手的小项目，工作量不大，而且很有意思。&/p&&h2&&b&用到的工具&/b&&/h2&&ul&&li&OpenCV（毕竟我们主要的内容就是OpenCV...）&/li&&li&dlib（前一篇文章刚说过，dlib的人脸检测比OpenCV更好用，而且dlib有OpenCV没有的关键点检测。）&/li&&/ul&&p&用到的语言为Python。但是完全可以改成C++版本，时间有限，就不写了。有兴趣的小伙伴可以拿来练手。&/p&&h2&&b&流程&/b&&/h2&&h2&&b&一、素材准备&/b&&/h2&&p&首先我们需要准备一个圣诞帽的素材，格式最好为PNG，因为PNG的话我们可以直接用Alpha通道作为掩膜使用。我们用到的圣诞帽如下图：&/p&&figure&&img src=&http://pic2.zhimg.com/v2-e7d77f146d993f2a1a95bd_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&880& data-rawheight=&702& class=&origin_image zh-lightbox-thumb& width=&880& data-original=&http://pic2.zhimg.com/v2-e7d77f146d993f2a1a95bd_r.jpg&&&/figure&&p&我们通过通道分离可以得到圣诞帽图像的alpha通道。代码如下：&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&&span class=&n&&r&/span&&span class=&p&&,&/span&&span class=&n&&g&/span&&span class=&p&&,&/span&&span class=&n&&b&/span&&span class=&p&&,&/span&&span class=&n&&a&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&split&/span&&span class=&p&&(&/span&&span class=&n&&hat_img&/span&&span class=&p&&)&/span&
&span class=&n&&rgb_hat&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&merge&/span&&span class=&p&&((&/span&&span class=&n&&r&/span&&span class=&p&&,&/span&&span class=&n&&g&/span&&span class=&p&&,&/span&&span class=&n&&b&/span&&span class=&p&&))&/span&
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&imwrite&/span&&span class=&p&&(&/span&&span class=&s2&&&hat_alpha.jpg&&/span&&span class=&p&&,&/span&&span class=&n&&a&/span&&span class=&p&&)&/span&
&/code&&/pre&&/div&&p&为了能够与rgb通道的头像图片进行运算，我们把rgb三通道合成一张rgb的彩色帽子图。Alpha通道的图像如下图所示。&/p&&figure&&img src=&http://pic1.zhimg.com/v2-ad50e64ca08a33124afb140_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&880& data-rawheight=&702& class=&origin_image zh-lightbox-thumb& width=&880& data-original=&http://pic1.zhimg.com/v2-ad50e64ca08a33124afb140_r.jpg&&&/figure&&h2&&b&二、人脸检测与人脸关键点检测&/b&&/h2&&p&我们用下面这张图作为我们的测试图片。&/p&&figure&&img src=&http://pic2.zhimg.com/v2-ad46e525773ebdb522561_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&649& data-rawheight=&771& class=&origin_image zh-lightbox-thumb& width=&649& data-original=&http://pic2.zhimg.com/v2-ad46e525773ebdb522561_r.jpg&&&/figure&&p&下面我们用dlib的正脸检测器进行人脸检测，用dlib提供的模型提取人脸的五个关键点。代码如下：&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span& &span class=&c1&&# dlib人脸关键点检测器&/span&
&span class=&n&&predictor_path&/span& &span class=&o&&=&/span& &span class=&s2&&&shape_predictor_5_face_landmarks.dat&&/span&
&span class=&n&&predictor&/span& &span class=&o&&=&/span& &span class=&n&&dlib&/span&&span class=&o&&.&/span&&span class=&n&&shape_predictor&/span&&span class=&p&&(&/span&&span class=&n&&predictor_path&/span&&span class=&p&&)&/span&
&span class=&c1&&# dlib正脸检测器&/span&
&span class=&n&&detector&/span& &span class=&o&&=&/span& &span class=&n&&dlib&/span&&span class=&o&&.&/span&&span class=&n&&get_frontal_face_detector&/span&&span class=&p&&()&/span&
&span class=&c1&&# 正脸检测&/span&
&span class=&n&&dets&/span& &span class=&o&&=&/span& &span class=&n&&detector&/span&&span class=&p&&(&/span&&span class=&n&&img&/span&&span class=&p&&,&/span& &span class=&mi&&1&/span&&span class=&p&&)&/span&
&span class=&c1&&# 如果检测到人脸&/span&
&span class=&k&&if&/span& &span class=&nb&&len&/span&&span class=&p&&(&/span&&span class=&n&&dets&/span&&span class=&p&&)&/span&&span class=&o&&&&/span&&span class=&mi&&0&/span&&span class=&p&&:&/span&
&span class=&k&&for&/span& &span class=&n&&d&/span& &span class=&ow&&in&/span& &span class=&n&&dets&/span&&span class=&p&&:&/span&
&span class=&n&&x&/span&&span class=&p&&,&/span&&span class=&n&&y&/span&&span class=&p&&,&/span&&span class=&n&&w&/span&&span class=&p&&,&/span&&span class=&n&&h&/span& &span class=&o&&=&/span& &span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&left&/span&&span class=&p&&(),&/span&&span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&top&/span&&span class=&p&&(),&/span& &span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&right&/span&&span class=&p&&()&/span&&span class=&o&&-&/span&&span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&left&/span&&span class=&p&&(),&/span& &span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&bottom&/span&&span class=&p&&()&/span&&span class=&o&&-&/span&&span class=&n&&d&/span&&span class=&o&&.&/span&&span class=&n&&top&/span&&span class=&p&&()&/span&
&span class=&c1&&# x,y,w,h = faceRect
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&rectangle&/span&&span class=&p&&(&/span&&span class=&n&&img&/span&&span class=&p&&,(&/span&&span class=&n&&x&/span&&span class=&p&&,&/span&&span class=&n&&y&/span&&span class=&p&&),(&/span&&span class=&n&&x&/span&&span class=&o&&+&/span&&span class=&n&&w&/span&&span class=&p&&,&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&h&/span&&span class=&p&&),(&/span&&span class=&mi&&255&/span&&span class=&p&&,&/span&&span class=&mi&&0&/span&&span class=&p&&,&/span&&span class=&mi&&0&/span&&span class=&p&&),&/span&&span class=&mi&&2&/span&&span class=&p&&,&/span&&span class=&mi&&8&/span&&span class=&p&&,&/span&&span class=&mi&&0&/span&&span class=&p&&)&/span&
&span class=&c1&&# 关键点检测，5个关键点&/span&
&span class=&n&&shape&/span& &span class=&o&&=&/span& &span class=&n&&predictor&/span&&span class=&p&&(&/span&&span class=&n&&img&/span&&span class=&p&&,&/span& &span class=&n&&d&/span&&span class=&p&&)&/span&
&span class=&k&&for&/span& &span class=&n&&point&/span& &span class=&ow&&in&/span& &span class=&n&&shape&/span&&span class=&o&&.&/span&&span class=&n&&parts&/span&&span class=&p&&():&/span&
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&circle&/span&&span class=&p&&(&/span&&span class=&n&&img&/span&&span class=&p&&,(&/span&&span class=&n&&point&/span&&span class=&o&&.&/span&&span class=&n&&x&/span&&span class=&p&&,&/span&&span class=&n&&point&/span&&span class=&o&&.&/span&&span class=&n&&y&/span&&span class=&p&&),&/span&&span class=&mi&&3&/span&&span class=&p&&,&/span&&span class=&n&&color&/span&&span class=&o&&=&/span&&span class=&p&&(&/span&&span class=&mi&&0&/span&&span class=&p&&,&/span&&span class=&mi&&255&/span&&span class=&p&&,&/span&&span class=&mi&&0&/span&&span class=&p&&))&/span&
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&imshow&/span&&span class=&p&&(&/span&&span class=&s2&&&image&&/span&&span class=&p&&,&/span&&span class=&n&&img&/span&&span class=&p&&)&/span&
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&waitKey&/span&&span class=&p&&()&/span&
&/code&&/pre&&/div&&p&这部分效果如下图：&/p&&figure&&img src=&http://pic4.zhimg.com/v2-c9bd46037acf_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&358& data-rawheight=&334& class=&content_image& width=&358&&&/figure&&h2&&b&三、调整帽子大小&/b&&/h2&&p&我们选取两个眼角的点，求中心作为放置帽子的x方向的参考坐标，y方向的坐标用人脸框上线的y坐标表示。然后我们根据人脸检测得到的人脸的大小调整帽子的大小，使得帽子大小合适。&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&
&span class=&c1&&# 选取左右眼眼角的点&/span&
&span class=&n&&point1&/span& &span class=&o&&=&/span& &span class=&n&&shape&/span&&span class=&o&&.&/span&&span class=&n&&part&/span&&span class=&p&&(&/span&&span class=&mi&&0&/span&&span class=&p&&)&/span&
&span class=&n&&point2&/span& &span class=&o&&=&/span& &span class=&n&&shape&/span&&span class=&o&&.&/span&&span class=&n&&part&/span&&span class=&p&&(&/span&&span class=&mi&&2&/span&&span class=&p&&)&/span&
&span class=&c1&&# 求两点中心&/span&
&span class=&n&&eyes_center&/span& &span class=&o&&=&/span& &span class=&p&&((&/span&&span class=&n&&point1&/span&&span class=&o&&.&/span&&span class=&n&&x&/span&&span class=&o&&+&/span&&span class=&n&&point2&/span&&span class=&o&&.&/span&&span class=&n&&x&/span&&span class=&p&&)&/span&&span class=&o&&//&/span&&span class=&mi&&2&/span&&span class=&p&&,(&/span&&span class=&n&&point1&/span&&span class=&o&&.&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&point2&/span&&span class=&o&&.&/span&&span class=&n&&y&/span&&span class=&p&&)&/span&&span class=&o&&//&/span&&span class=&mi&&2&/span&&span class=&p&&)&/span&
&span class=&c1&&# cv2.circle(img,eyes_center,3,color=(0,255,0))
&span class=&c1&&# cv2.imshow(&image&,img)&/span&
&span class=&c1&&# cv2.waitKey()&/span&
&span class=&c1&&#
根据人脸大小调整帽子大小&/span&
&span class=&n&&factor&/span& &span class=&o&&=&/span& &span class=&mf&&1.5&/span&
&span class=&n&&resized_hat_h&/span& &span class=&o&&=&/span& &span class=&nb&&int&/span&&span class=&p&&(&/span&&span class=&nb&&round&/span&&span class=&p&&(&/span&&span class=&n&&rgb_hat&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]&/span&&span class=&o&&*&/span&&span class=&n&&w&/span&&span class=&o&&/&/span&&span class=&n&&rgb_hat&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&1&/span&&span class=&p&&]&/span&&span class=&o&&*&/span&&span class=&n&&factor&/span&&span class=&p&&))&/span&
&span class=&n&&resized_hat_w&/span& &span class=&o&&=&/span& &span class=&nb&&int&/span&&span class=&p&&(&/span&&span class=&nb&&round&/span&&span class=&p&&(&/span&&span class=&n&&rgb_hat&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&1&/span&&span class=&p&&]&/span&&span class=&o&&*&/span&&span class=&n&&w&/span&&span class=&o&&/&/span&&span class=&n&&rgb_hat&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&1&/span&&span class=&p&&]&/span&&span class=&o&&*&/span&&span class=&n&&factor&/span&&span class=&p&&))&/span&
&span class=&k&&if&/span& &span class=&n&&resized_hat_h&/span& &span class=&o&&&&/span& &span class=&n&&y&/span&&span class=&p&&:&/span&
&span class=&n&&resized_hat_h&/span& &span class=&o&&=&/span& &span class=&n&&y&/span&&span class=&o&&-&/span&&span class=&mi&&1&/span&
&span class=&c1&&# 根据人脸大小调整帽子大小&/span&
&span class=&n&&resized_hat&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&resize&/span&&span class=&p&&(&/span&&span class=&n&&rgb_hat&/span&&span class=&p&&,(&/span&&span class=&n&&resized_hat_w&/span&&span class=&p&&,&/span&&span class=&n&&resized_hat_h&/span&&span class=&p&&))&/span&
&/code&&/pre&&/div&&h2&&b&四、提取帽子和需要添加帽子的区域&/b&&/h2&&p&按照之前所述，去Alpha通道作为mask。并求反。这两个mask一个用于把帽子图中的帽子区域取出来，一个用于把人物图中需要填帽子的区域空出来。后面你将会看到。&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&
&span class=&c1&&# 用alpha通道作为mask&/span&
&span class=&n&&mask&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&resize&/span&&span class=&p&&(&/span&&span class=&n&&a&/span&&span class=&p&&,(&/span&&span class=&n&&resized_hat_w&/span&&span class=&p&&,&/span&&span class=&n&&resized_hat_h&/span&&span class=&p&&))&/span&
&span class=&n&&mask_inv&/span& &span class=&o&&=&/span&
&span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&bitwise_not&/span&&span class=&p&&(&/span&&span class=&n&&mask&/span&&span class=&p&&)&/span&
&/code&&/pre&&/div&&p&从原图中取出需要添加帽子的区域，这里我们用的是位运算操作。&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&
&span class=&c1&&# 帽子相对与人脸框上线的偏移量&/span&
&span class=&n&&dh&/span& &span class=&o&&=&/span& &span class=&mi&&0&/span&
&span class=&n&&dw&/span& &span class=&o&&=&/span& &span class=&mi&&0&/span&
&span class=&c1&&# 原图ROI&/span&
&span class=&c1&&# bg_roi = img[y+dh-resized_hat_h:y+dh, x+dw:x+dw+resized_hat_w]&/span&
&span class=&n&&bg_roi&/span& &span class=&o&&=&/span& &span class=&n&&img&/span&&span class=&p&&[&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&dh&/span&&span class=&o&&-&/span&&span class=&n&&resized_hat_h&/span&&span class=&p&&:&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&dh&/span&&span class=&p&&,(&/span&&span class=&n&&eyes_center&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]&/span&&span class=&o&&-&/span&&span class=&n&&resized_hat_w&/span&&span class=&o&&//&/span&&span class=&mi&&3&/span&&span class=&p&&):(&/span&&span class=&n&&eyes_center&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]&/span&&span class=&o&&+&/span&&span class=&n&&resized_hat_w&/span&&span class=&o&&//&/span&&span class=&mi&&3&/span&&span class=&o&&*&/span&&span class=&mi&&2&/span&&span class=&p&&)]&/span&
&span class=&c1&&# 原图ROI中提取放帽子的区域&/span&
&span class=&n&&bg_roi&/span& &span class=&o&&=&/span& &span class=&n&&bg_roi&/span&&span class=&o&&.&/span&&span class=&n&&astype&/span&&span class=&p&&(&/span&&span class=&nb&&float&/span&&span class=&p&&)&/span&
&span class=&n&&mask_inv&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&merge&/span&&span class=&p&&((&/span&&span class=&n&&mask_inv&/span&&span class=&p&&,&/span&&span class=&n&&mask_inv&/span&&span class=&p&&,&/span&&span class=&n&&mask_inv&/span&&span class=&p&&))&/span&
&span class=&n&&alpha&/span& &span class=&o&&=&/span& &span class=&n&&mask_inv&/span&&span class=&o&&.&/span&&span class=&n&&astype&/span&&span class=&p&&(&/span&&span class=&nb&&float&/span&&span class=&p&&)&/span&&span class=&o&&/&/span&&span class=&mi&&255&/span&
&span class=&c1&&# 相乘之前保证两者大小一致（可能会由于四舍五入原因不一致）&/span&
&span class=&n&&alpha&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&resize&/span&&span class=&p&&(&/span&&span class=&n&&alpha&/span&&span class=&p&&,(&/span&&span class=&n&&bg_roi&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&1&/span&&span class=&p&&],&/span&&span class=&n&&bg_roi&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]))&/span&
&span class=&c1&&# print(&alpha size: &,alpha.shape)&/span&
&span class=&c1&&# print(&bg_roi size: &,bg_roi.shape)&/span&
&span class=&n&&bg&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&multiply&/span&&span class=&p&&(&/span&&span class=&n&&alpha&/span&&span class=&p&&,&/span& &span class=&n&&bg_roi&/span&&span class=&p&&)&/span&
&span class=&n&&bg&/span& &span class=&o&&=&/span& &span class=&n&&bg&/span&&span class=&o&&.&/span&&span class=&n&&astype&/span&&span class=&p&&(&/span&&span class=&s1&&'uint8'&/span&&span class=&p&&)&/span&
&/code&&/pre&&/div&&p&这是的背景区域（bg）如下图所示。可以看到，刚好是需要填充帽子的区域缺失了。&/p&&figure&&img src=&http://pic4.zhimg.com/v2-d78b9f0e858baf3dbda5e55b0e02235b_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&192& data-rawheight=&154& class=&content_image& width=&192&&&/figure&&p&然后我们提取帽子区域。&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&
&span class=&c1&&# 提取帽子区域&/span&
&span class=&n&&hat&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&bitwise_and&/span&&span class=&p&&(&/span&&span class=&n&&resized_hat&/span&&span class=&p&&,&/span&&span class=&n&&resized_hat&/span&&span class=&p&&,&/span&&span class=&n&&mask&/span& &span class=&o&&=&/span& &span class=&n&&mask&/span&&span class=&p&&)&/span&
&/code&&/pre&&/div&&p&提取得到的帽子区域如下图。&b&帽子区域正好与上一个背景区域互补。&/b&&/p&&figure&&img src=&http://pic2.zhimg.com/v2-ee07edeb2e5be6328e35d_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&194& data-rawheight=&154& class=&content_image& width=&194&&&/figure&&h2&&b&五、添加圣诞帽&/b&&/h2&&p&最后我们把两个区域相加。再放回到原图中去，就可以得到我们想要的圣诞帽图了。这里需要注意的就是，相加之前resize一下保证两者大小一致，因为可能会由于四舍五入原因不一致。&/p&&div class=&highlight&&&pre&&code class=&language-python&&&span&&/span&
&span class=&c1&&# 相加之前保证两者大小一致（可能会由于四舍五入原因不一致）&/span&
&span class=&n&&hat&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&resize&/span&&span class=&p&&(&/span&&span class=&n&&hat&/span&&span class=&p&&,(&/span&&span class=&n&&bg_roi&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&1&/span&&span class=&p&&],&/span&&span class=&n&&bg_roi&/span&&span class=&o&&.&/span&&span class=&n&&shape&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]))&/span&
&span class=&c1&&# 两个ROI区域相加&/span&
&span class=&n&&add_hat&/span& &span class=&o&&=&/span& &span class=&n&&cv2&/span&&span class=&o&&.&/span&&span class=&n&&add&/span&&span class=&p&&(&/span&&span class=&n&&bg&/span&&span class=&p&&,&/span&&span class=&n&&hat&/span&&span class=&p&&)&/span&
&span class=&c1&&# cv2.imshow(&add_hat&,add_hat) &/span&
&span class=&c1&&# 把添加好帽子的区域放回原图&/span&
&span class=&n&&img&/span&&span class=&p&&[&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&dh&/span&&span class=&o&&-&/span&&span class=&n&&resized_hat_h&/span&&span class=&p&&:&/span&&span class=&n&&y&/span&&span class=&o&&+&/span&&span class=&n&&dh&/span&&span class=&p&&,(&/span&&span class=&n&&eyes_center&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]&/span&&span class=&o&&-&/span&&span class=&n&&resized_hat_w&/span&&span class=&o&&//&/span&&span class=&mi&&3&/span&&span class=&p&&):(&/span&&span class=&n&&eyes_center&/span&&span class=&p&&[&/span&&span class=&mi&&0&/span&&span class=&p&&]&/span&&span class=&o&&+&/span&&span class=&n&&resized_hat_w&/span&&span class=&o&&//&/span&&span class=&mi&&3&/span&&span class=&o&&*&/span&&span class=&mi&&2&/span&&span class=&p&&)]&/span& &span class=&o&&=&/span& &span class=&n&&add_hat&/span&
&/code&&/pre&&/div&&p&最后我们得到的效果图如下所示。&/p&&figure&&img src=&http://pic3.zhimg.com/v2-bc3fbcb7f33b8be6f7294e20deb563ae_b.jpg& data-caption=&& data-size=&normal& data-rawwidth=&649& data-rawheight=&771& class=&origin_image zh-lightbox-thumb& width=&649& data-original=&http://pic3.zhimg.com/v2-bc3fbcb7f33b8be6f7294e20deb563ae_r.jpg&&&/figure&&p&&b&文章首发于：CVPy公众号，欢迎关注。&/b&&/p&&p&&b&本文全部代码的Github链接：&/b&&a href=&http://link.zhihu.com/?target=https%3A//github.com/LiuXiaolong/Add-Christmas-Hat& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&LiuXiaolong/Add-Christmas-Hat&/a&。(我的第一个Github上百star的项目竟是这么诞生的...）。&/p&&p&&b&Dlib的安装包：&a href=&http://link.zhihu.com/?target=https%3A//pypi.python.org/pypi/dlib& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Python Package Index&/a&。（我不知道这个安装的时候是否需要boost.python，安装成功的反馈一下。）&/b&&/p&&p&&/p&
引言随着圣诞的到来，大家纷纷@官方微信给自己的头像加上一顶圣诞帽。当然这种事情用很多P图软件都可以做到。但是作为一个学习图像处理的技术人，还是觉得我们有必要写一个程序来做这件事情。而且这完全可以作为一个练手的小项目，工作量不大，而且很有意思。…
转：&br&&br&作者： &a data-hash=&cf506ade5cbfd1b762ba737& href=&//www.zhihu.com/people/cf506ade5cbfd1b762ba737& class=&member_mention& data-editable=&true& data-title=&@Jinn Xu& data-hovercard=&p$b$cf506ade5cbfd1b762ba737&&@Jinn Xu&/a&&br&&br&出处：&a href=&//link.zhihu.com/?target=http%3A//zhi.hu/ZlP2& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&谁能用诙谐幽默、一针见血的笔法剖析下“云计算”？ - Jinn Xu 的回答&/a&&br&&br&&blockquote&你娶了一个老婆，这叫传统IT架构。&br&&br&你觉得一个老婆不够，这叫传统企业CIO的困境。&br&&br&你又娶了一个老婆，这叫双活数据中心。&br&&br&你在外地又娶了一个小老婆，这叫两地三中心容灾。&br&&br&你娶了很多风格气质各异的小老婆，以至于形成了后宫，这叫私有云。你的后宫就叫计算资源池。&br&&br&你从后宫里选出懂事有能的管理其他小老婆，这叫私有云管理方案。管事的那个就是HYPERV或VMWARE。&br&&br&你不娶小老婆，改成包养很多情人，这叫托管云。 你是穷人，没有钱包养任何人也没钱娶小老婆，你选择去洗浴中心解决问题，这叫面向中小企业的公有云服务。 你在享受公有云服务的同时还得交公粮，这叫中小企业的混合IT架构。&br&&br&你是富人，但也喜欢去高级夜总会，这叫面向大企业用户的公有云服务。&br&&br&你有钱，同时包养小老婆和情人，还去洗浴中心，这叫混合云。但是在混合云里，最关键的业务还是会谨慎地采用传统IT架构。&br&&br&你有钱，包养小老婆，但有一天所有小老婆都来大姨妈，你还得去洗浴中心，这叫CLOUD BURST。&br&&br&洗浴中心就是云服务提供商。 本地最大的洗浴中心是AWS。 高端那个比如****是18M。 打出商务**的名头的是SALESFORCE。 在****上发帖“我们的技师服务态度超过对面家9倍”的是O记。&br&&br&不开洗浴中心，但是专门卖水床卖情趣床的是等灯等灯。 不开洗浴中心，但是做陌陌类应用开发运营的是C记。 本地的洗浴中心都是两个有背景的大老板开的，他们是OPENSTACK和CLOUDSTACK。&br&&br&场子小且只用本地或附近技师的是本土中小云服务商。 如果上头没人罩，本土中小云服务商很难开得长。 开洗浴中心的老板有政府背景，这是城市云。 开洗浴中心的老板有黑社会背景，这是电信云。 洗浴中心要VIP卡才让进，这是行业云。 洗浴中心只面向本小区业主服务，这是园区云。&br&&br&你的小老婆们和情人们可能因为矛盾而让你的经济问题败露，这叫私有云安全问题。 你去洗浴中心可能染上病，这是公有云安全问题。 由此可见公有云和私有云的安全问题是两种不同性质的问题。 只提供场所，需要你自己去找技师的洗浴中心叫IAAS。 提供场所和技师的洗浴中心叫PAAS。 做到东莞ISO的程度就叫SAAS。 下载AV录像自己打飞机叫VAAS。&br&&br&一个有很多人分享心得的洗浴中心信息网站，这是开放数据中心联盟。 洗浴中心的行业协会叫CLOUD BUILDER。 下榻一家五星级宾馆，你习惯性地用你用微信陌陌定个位，这叫CLOUD FINDER。 良家妇女下海，这叫传统IT应用的云化。&br&&br&你去洗浴中心的经验很多，看见门脸就知道洗浴中心提不提供服务，看见新技师就能推测出服务质量，这叫数据分析和挖掘。 你把这些信息和心得有偿分享给其他人，你是大数据服务商。 一 个地方不严打洗浴中心，这是智慧城市。&/blockquote&
转： 作者：
出处： 你娶了一个老婆，这叫传统IT架构。 你觉得一个老婆不够，这叫传统企业CIO的困境。 你又娶了一个老婆，这叫双活数据中心。 你在外地又娶了一个小老婆，这叫…
&p&&a href=&//link.zhihu.com/?target=https%3A//www.dataquest.io/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Dataquest&/a& 这个网站上提供了一系列和数据分析相关的python教程，从python基本语法到data analysis的基本函数，到PANDAS包的使用方法，到machine learning里常用的Python指令，甚至还有手把手教你玩Kaggle，简直不能更贴心~当然这个只是入门级教程，高级技巧就一点点的在实战项目里积累吧~&/p&&figure&&img src=&https://pic4.zhimg.com/00fb373ed5c75f07f346cd9b9ff54b93_b.png& data-rawwidth=&1091& data-rawheight=&1019& class=&origin_image zh-lightbox-thumb& width=&1091& data-original=&https://pic4.zhimg.com/00fb373ed5c75f07f346cd9b9ff54b93_r.png&&&/figure&&br&&p&再补充一个coursera上的python课程，&a href=&//link.zhihu.com/?target=https%3A//www.coursera.org/learn/hipython/home/welcome& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://www.&/span&&span class=&visible&&coursera.org/learn/hipy&/span&&span class=&invisible&&thon/home/welcome&/span&&span class=&ellipsis&&&/span&&/a&，&/p&&p&用Python玩转数据，by Nanjing University，也非常方便贴心，而且是中文教程，老师讲的也很风趣幽默~&/p&&figure&&img src=&https://pic3.zhimg.com/abb1c6b48b7bd5f944ca_b.png& data-rawwidth=&287& data-rawheight=&257& class=&content_image& width=&287&&&/figure&&br&&figure&&img src=&https://pic2.zhimg.com/429be83cbfebac_b.png& data-rawwidth=&547& data-rawheight=&661& class=&origin_image zh-lightbox-thumb& width=&547& data-original=&https://pic2.zhimg.com/429be83cbfebac_r.png&&&/figure&&br&&br&&p&对于那些对机器学习以及数据挖掘感兴趣的筒子们,这里还有两个免费的进阶版教程,
&a href=&//link.zhihu.com/?target=https%3A//generalassemb.ly/education/data-science/washington-dc/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Data Science Course&/a& &a href=&//link.zhihu.com/?target=https%3A//github.com/justmarkham/DAT4& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&GitHub - justmarkham/DAT4: General Assembly's Data Science course in Washington, DC&/a&
You got all the python codes to play with and a very detailed tutorial to understand the material. &/p&&p&如果是想为code interview做快速准备的筒子们,不妨尝试下Udacity的&a href=&//link.zhihu.com/?target=https%3A//www.udacity.com/course/technical-interview--ud513& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&技术面试练习&/a&Algorithm and Data Structure in Python. 这门免费的课程会带着你快速的浏览一遍技术面试中所考察的基本知识.&/p&&p&&img src=&&a href=&//link.zhihu.com/?target=https%3A//pic2.zhimg.com/v2-b30515bad8f725fca4fd7d68f089a299_b.png& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://&/span&&span class=&visible&&pic2.zhimg.com/v2-b3051&/span&&span class=&invisible&&5bad8f725fca4fd7d68f089a299_b.png&/span&&span class=&ellipsis&&&/span&&/a&& data-rawwidth=&1657& data-rawheight=&1316& class=&content_image& width=&1657& data-original=&&a href=&//link.zhihu.com/?target=https%3A//pic2.zhimg.com/v2-b30515bad8f725fca4fd7d68f089a299_r.png& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&https://&/span&&span class=&visible&&pic2.zhimg.com/v2-b3051&/span&&span class=&invisible&&5bad8f725fca4fd7d68f089a299_r.png&/span&&span class=&ellipsis&&&/span&&/a&&&感觉这个课程比起LeetCode来指导性要强一些,比较适合入门者.希望对不同需求的筒子们有帮助. :)&/p&
这个网站上提供了一系列和数据分析相关的python教程，从python基本语法到data analysis的基本函数，到PANDAS包的使用方法，到machine learning里常用的Python指令，甚至还有手把手教你玩Kaggle，简直不能更贴心~当然这个只是入门级教程，高级技巧…
&p&&b&刚开始做运营的时候，完全是工具控。&/b&&/p&&p&&b&每天都在搜罗各种软件，以满足自己装X的欲望。&/b&&/p&&br&&p&初入运营，领导交待一任务，让大家集思广思，贡献idea，为了更有条理的展示自己的创意，你可以尝试用思维导图软件整理自己的思路。&/p&&blockquote&脑图工具&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//rj.baidu.com/soft/detail/39321.html%3Fald& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&MindManager&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//naotu.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线脑图 百度脑图&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//tu.mindpin.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线脑图 MindPin&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//rj.baidu.com/soft/detail/17292.html%3Fald& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&freemind&/a& &/li&&/ul&&br&&p&你的方案让大家眼前一亮，领导决定把这个方案交给你来执行，你需要进一步细化，并制定执行计划，设计活动流程。&/p&&blockquote&流程工具&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.xiazaiba.com/html/24837.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&visio&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.processon.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线流程 ProcessOn&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.pc6.com/mac/111747.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&OmniGraffle&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.edrawsoft.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&亿图 edraw&/a& &/li&&/ul&&figure&&img src=&https://pic1.zhimg.com/e5f9be07e4_b.jpg& data-rawwidth=&1216& data-rawheight=&708& class=&origin_image zh-lightbox-thumb& width=&1216& data-original=&https://pic1.zhimg.com/e5f9be07e4_r.jpg&&&/figure&&p&亿图里面有上百个模板跟流程图，即便是小白用户，也能轻松上手，创建流程图，信息图，组织结构图。&/p&&p&大家所熟知的鱼骨图、五力图、Six Sigma矩阵等商业分析的用图，在这个工具当中基本都能找到。&/p&&p&如果是mac滴同学，用OmniGraffle。&/p&&br&&p&整个方案的流程已经非常清晰了，Leader说，你可能需要一些指标来衡量活动的效果，于是你用上了数据分析相关的工具。&/p&&blockquote&数据统计&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//tongji.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度统计&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.umeng.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&友盟&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//cnzz.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&CNZZ&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//compass.qq.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&腾讯罗盘&/a& &/li&&/ul&&blockquote&趋势指数&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//index.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度指数&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//shu.taobao.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&https://index.1688.com/&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.umindex.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&友盟指数&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//index.haosou.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&好搜指数&/a& &/li&&/ul&&blockquote&数据中心&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.cnidp.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&互联网数据&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//data.cnzz.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&数据大盘&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.ebrun.com/data/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&电商数据&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//top.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度风云榜&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//tongji.baidu.com/data/browser& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&流量研究院&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//index.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度指数&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//data.eguan.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&易观数据&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//index.youku.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&优酷指数&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.5118.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&数据挖掘&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//data.weibo.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&微数据&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//shu.taobao.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&淘宝指数&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//mofang.taobao.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&数据魔方&/a&&/li&&/ul&&br&&p&于是，你开始了整个活动的执行，此时，你需要跟产品去沟通活动页面，为了让产品理解自己的需求，你 需要撰写文档然后 设计原型。&/p&&blockquote&产品文档&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.jianshu.com/p/b0/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&原型里写产品文档&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//pan.baidu.com/s/1sklssJr& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&原型里写prd原件下载&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.woshipm.com/discuss/119696.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&word版prd文档&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//pan.baidu.com/s/1hrwzEsc& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&word版prd原件下载&/a& &/li&&/ul&&blockquote&原型工具&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.axure.org/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Axure&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.sketchcn.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Sketch&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//modao.cc/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线原型 墨刀&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.mockplus.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&原型设计 摩客 mockplus&/a&&/li&&/ul&&br&&p&产品get到了你的需求，与是你开始跟产品等团队协助继续推进这个项目，于是，你 需要一款团队协作的工具。&/p&&blockquote&团队协作&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//blog.csdn.net/benkaoya/article/details/8762935& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Redmine&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//worktile.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线协作 worktile&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.teambition.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线协作 teambition&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//tower.im/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线协作 Tower&/a& &/li&&/ul&&br&&p&你觉得设计部门出的活动页面不够酷，但是无法列好的表达自己的需求，于是你想找相关的参考给设计看。字体可以 变换一下，图标可以更小清新，整体的设计可以像XX靠近，于是你借助了以下的工具。&/p&&blockquote&创意设计网站&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//reeoo.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Reeoo&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.ui.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&UI中国&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//woofeng.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&黄蜂网&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.iguoguo.net/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&爱果果&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//dribbble.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&dribbble&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//huaban.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&花瓣网&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.zcool.com.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&站酷&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.uisheji.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&UI设计网&/a& &/li&&/ul&&blockquote&图标&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.easyicon.net/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Easyicon&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.iconfont.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&阿里巴巴矢量图标库&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//findicons.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Findicons&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//ionicons.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&ionicons&/a& &/li&&/ul&&blockquote&字体&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//font.chinaz.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&站长字体&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//font.knowsky.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&字体宝库&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//ziti.admin5.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&A5字体&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.qiuziti.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&求字体 在线查询字体&/a& &/li&&/ul&&br&&p&然后技术的同学表示，方案实现起来有点点复杂，于是集成了一些第三方的服务&/p&&blockquote&工具汇总&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.alexa.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&网站流量查询&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.appannie.com/cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&应用分析 APP Annie&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.testin.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&APP测试&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//antrol.io/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&云志 日志数据分析&/a& &/li&&/ul&&blockquote&推送服务&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.getui.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&个推&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.jpush.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&极光推送&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//push.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度推送&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//yunba.io/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&云巴推送&/a& &/li&&/ul&&blockquote&即时通讯&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.rongcloud.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&融云&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.easemob.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&环信&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.yuntongxun.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&容联云&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//wukong.laiwang.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&阿里悟空&/a& &/li&&/ul&&blockquote&其他&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.duiba.com.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&兑吧 app积分商城服务&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.qiniu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&七牛图片存储&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.aliyun.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&阿里云&/a& &/li&&li&&a href=&//link.zhihu.com/?target=https%3A//www.pingxx.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Ping++ 支付聚合&/a& &/li&&/ul&&br&&p&好了，整个活动的产品跟设计包括相应的测试都完成了，你终于要开始推广了。你发现，参与活动的人数太少了，得弄点流量，通知一些用户来参加。&/p&&p&首先是自媒体比较火，于是，你顺手收集了所有的自媒体媒体&/p&&blockquote&各大媒体平台&/blockquote&&ul&&li&微信公众平台： &a href=&//link.zhihu.com/?target=https%3A//mp.weixin.qq.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&https://mp.weixin.qq.com&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//mp.toutiao.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&头条号 &/a& &/li&&li&网易媒体号开放平台： &a href=&//link.zhihu.com/?target=http%3A//dy.163.com/wemedia/login.html& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&dy.163.com/wemedia/logi&/span&&span class=&invisible&&n.html&/span&&span class=&ellipsis&&&/span&&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//mp.uc.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&UC订阅号平台&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//publish.baidu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度发布平台&/a& &/li&&li&企鹅媒体平台： &a href=&//link.zhihu.com/?target=http%3A//om.qq.com/userAuth/index& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&om.qq.com/userAuth/inde&/span&&span class=&invisible&&x&/span&&span class=&ellipsis&&&/span&&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//mp.sohu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&搜狐公众平台&/a& &/li&&/ul&&br&&p&你选择了要推广的自媒体平台，希望排版更有逼格，于是，你顺手找了编辑器。&/p&&blockquote&图文排版编辑器
&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//edit.newrank.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&新榜编辑器&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.ipaiban.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&i排版&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//xiumi.us/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&秀米_图文排版&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.91join.com/edit/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&91微信编辑器&/a& &/li&&/ul&&br&&p&编辑器来了，Html5也得玩起来，对啵？&/p&&blockquote&微场景编辑器
&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.ichuye.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&初页&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//maka.im/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&『MAKA』&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.dodoca.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&点点客&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.epub360.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Epub360意派&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//xiumi.us/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&秀米_图文排版&/a& &/li&&/ul&&br&&p&Htlm5页面非常炫酷，总得有一个配得上的二维码吧，于是&/p&&blockquote&二维码生成器
&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//cli.im/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&草料二维码生成器&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.2weima.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&二维工坊：二维码营销&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.wwei.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&微微在线二维码生成器&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.liantu.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&在线二维码图片生成器&/a& &/li&&/ul&&br&&p&整体活动效果是非常不错，领导决定给你加几个同事以及相应的预算，让你继续前进，于是你开始寻找新的渠道。&/p&&blockquote&SEO&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//seo.chinaz.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&SEO查询&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//faq.seowhy.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&SEOwhy&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.xueseo.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&学SEO&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//bbs.moonseo.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&SEO研究中心&/a& &/li&&/ul&&br&&p&然后你还研究了所有社交平台的传播属性&/p&&blockquote&社交平台&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=https%3A//mp.weixin.qq.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&微信公众号&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//weibo.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&新浪微博&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//top.chinaz.com/list.aspx%3Ft%3D253& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&社交排行&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.douban.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&豆瓣&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.renren.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&人人网&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.kaixin001.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&开心网&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//top.chinaz.com/list.aspx%3Ft%3D248& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&论坛排行&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.19lou.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&19楼&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//bbs.tianya.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&天涯&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.mop.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&猫扑&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//top.chinaz.com/list.aspx& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&网站排行&/a&&/li&&/ul&&br&&p&预算还没有花完，得试一下付费的渠道&/p&&blockquote&付费渠道&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//cas.baidu.com/%3Ftpl%3Dwww2%26fromu%3Dhttp%253A%252F%252Fwww2.baidu.com%252F& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度竞价&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//r2.ykimg.com/A193D85426& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&视频广告&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//bbs.wosyy.com/thread-150-1-2.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&开放平台&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//e.360.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&360点睛&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//tui.cnzz.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&云推荐&/a&&/li&&li&&a href=&//link.zhihu.com/?target=https%3A//auth.p4p.sogou.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&搜狗竞价&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.sandaha.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&推广外包&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.zhubajie.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&找帮手&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.aizhan.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&爱站网&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//e.qq.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&广点通&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//bbs.wosyy.com/thread-17-1-2.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&网络广告&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.alimama.com/index.htm& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&淘宝客&/a&&/li&&/ul&&br&&p&为了更好的花钱，你想了解更多的行业数据，以决定如何分配预算&/p&&blockquote&行业数据来源 &/blockquote&&ul&&li&媒体微博排行榜：&a href=&//link.zhihu.com/?target=http%3A//v6.bang.weibo.com/xmt& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&v6.bang.weibo.com/xmt&/span&&span class=&invisible&&&/span&&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//vis.360.cn/open/cnnews/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&中国新闻地图&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.cbooo.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&中国票房&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.dataagri.com/agriculture/gis.action& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&农业大数据应用云平台&/a& &/li&&li&房价指数：&a href=&//link.zhihu.com/?target=http%3A//industry.fang.com/data/datacenter.aspx& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&中国指数研究院&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//data.stats.gov.cn/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&国家数据&/a& &/li&&li&主要城市拥堵排名：&a href=&//link.zhihu.com/?target=http%3A//report.amap.com/traffic/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&report.amap.com/traffic&/span&&span class=&invisible&&/&/span&&span class=&ellipsis&&&/span&&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.chinagss.org/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&中国综合社会调查&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.p2p001.com/wdzs/wdzs_p2pline.html& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&中国P2P网贷指数&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.alexa.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&Alexa - Actionable Analytics for the Web&/a& &/li&&li&易车汽车指数：&a href=&//link.zhihu.com/?target=http%3A//index.bitauto.com/& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&index.bitauto.com/&/span&&span class=&invisible&&&/span&&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//trends.baidu.com/tour/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&百度旅游预测&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.umeng.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&【友盟+】全球领先的第三方全域大数据服务提供商&/a& &/li&&li&&a href=&//link.zhihu.com/?target=http%3A//www.tvtv.hk/archives/category/tv& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&电视台收视率排行榜&/a& &/li&&/ul&&br&&p&活动太NB了，一个页面，不够承载呀，老板说，能不能做一个App，但是技术资源跟不上哇&/p&&blockquote&App在线制作工具&/blockquote&&ul&&li&&a href=&//link.zhihu.com/?target=http%3A//www.dingdone.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&叮当APP在线制作&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//bbs.wosyy.com/forum.php%3Fmod%3Dviewthread%26tid%3D149%26extra%3Dpage%253D1& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&APP应用提交平台&/a&&/li&&li&&a href=&//link.zhihu.com/?target=http%3A//apm.iuoooo.com/& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&APP-在线制作&/a&&/li&&li&&a href=&//link.zhihu.com