学习了哪些知识,计算机视觉才算入门?

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选择匿名的用户   2021-6-2 18:54   218   0
<p>作者:言有三<br> 链接:https://www.zhihu.com/question/26836846/answer/996660212<br> 来源:知乎<br> 著作权归作者所有。商业转载请联系作者获得授权,非商业转载请注明出处。<br>  </p>
<p>从两个方向来回答这个问题,第一个是从零开始怎么系统性入门计算机视觉,这是一个路线问题。第二个是如何系统性学习,涉及到计算机视觉的各个方向。</p>
<blockquote>
第一个问题,如何系统性进阶,我斗胆将学习深度学习的同志分为5大境界,分别是
<strong>白身,初识,不惑,有识,不可知</strong>,下面一个一个道来,以
<strong>计算机视觉方向</strong>为例。
</blockquote>
<h2><strong>1 白身</strong></h2>
<p>所谓白身境界,就是基本上什么都不会,还没有进入角色。在这个境界需要修行的内容包括:</p>
<p>(1) 熟练掌握linux及其环境下的各类工具的使用</p>
<p>(2) 熟练掌握python及机器学习相关库的使用</p>
<p>(3) 掌握c&#43;&#43;等高性能语言的基本使用</p>
<p>(4) 知道如何获取和整理,理解数据</p>
<p>(5) 掌握相关的数学基础</p>
<p>(6) 了解计算机视觉的各大研究方向</p>
<p>(7) 了解计算机视觉的各大应用场景</p>
<p>(8) 了解行业的优秀研究人员,知道如何获取最新的资讯,能够熟练阅读简单的技术资料</p>
<p>如果掌握了这些,那么就从白痴,不,是白身境界晋级了。怎么判断这个境界呢?可以参考以下的文章,看看掌握的如何。</p>
<blockquote>
AI白身境界系列完整链接:
</blockquote>
<p>第一期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649030781%26idx%3D1%26sn%3D8425674df68425e622f114d043239c2b%26chksm%3D8712be00b0653716ca9c97057d9c6e393d471d6160b28c783cb6e001bae55c09ac69a2adec62%26token%3D1400726199%26lang%3Dzh_CN%23rd">【AI白身境】深度学习从弃用windows开始</a></p>
<p>第二期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649030809%26idx%3D1%26sn%3D512513678a99218392260d3d5763e09a%26chksm%3D8712bee4b06537f2253b469fda709698f90e23bf91387ceea4af313766125ea4b9119c015c58%26token%3D1400726199%26lang%3Dzh_CN%23rd">【AI白身境】Linux干活三板斧,shell、vim和git</a></p>
<p>第三期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649030876%26idx%3D1%26sn%3D75710e10e1503c9c6bab16cc83b73ef0%26chksm%3D8712bea1b06537b7977c67676122f544c9a3d09abe77362556403252c173c5bca0bee10f7351%26token%3D739981443%26lang%3Dzh_CN%23rd">【AI白身境】学AI必备的python基础</a></p>
<p>第四期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649030907%26idx%3D1%26sn%3D79f1123869a14254e31b21f57961b524%26chksm%3D8712be86b06537907c5664f1244f6bca2ce6e9f6a2593440c57dfff646038cf46fe3afd0d49b%26token%3D739981443%26lang%3Dzh_CN%23rd">【AI白身境】深度学习必备图像基础</a></p>
<p>第五期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649030969%26idx%3D1%26sn%3Dec1cabf9fa52ece790f8a5ab19f2458b%26chksm%3D8712bf44b06536524b97130198905b1fdda03c4432f4e136f665a1a3b93bd9f806eeaedef155%26token%3D1879088111%26lang%3Dzh_CN%23rd">【AI白身境】搞计算机视觉必备的OpenCV入门基础</a></p>
<p>第六期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649031006%26idx%3D1%26sn%3Dc2bbb57e95ccf651eec22fe378160095%26chksm%3D8712bf23b0653635fb1a932aa33dea5a5f6d75e4767cdbebd4b8809b108c8b2f4339b215f8ea%26token%3D667764862%26lang%3Dzh_CN%23rd">【AI白身境】只会用Python?g&#43;&#43;,CMake和Makefile了解一下</a></p>
<p>第七期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649031056%26idx%3D1%26sn%3D6f8f5a6e7bc236e928f3a5d4211b4f84%26chksm%3D8712bfedb06536fbd94ee4322cc35b3377ddf39a2abdc073d5001f1766fdb52d09f83a08c357%26token%3D1377716633%26lang%3Dzh_CN%23rd">【AI白身境】学深度学习你不得不知的爬虫基础</a></p>
<p>第八期: <a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649031147%26idx%3D1%26sn%3D99491d39e880c68597c2a29a307652d6%26chksm%3D8712bf96b0653680a41817c899a49ad351b6f375e78e25871422cc4c068831cce0fc7820c88b%26token%3D795591801%26lang%3Dzh_CN%23rd">【AI白身境】深度学习中的数据可视化</a></p>
<p>第九期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DMzA3NDIyMjM1NA%3D%3D%26mid%3D2649031183%26idx%3D1%26sn%3D4f31ef67460c371ccc93296d21993771%26chksm%3D8712bc72b065356461668bca8b1e14ba1e6d953b7be83878a2f983fecb541b4b3be8c3e51ebf%26token%3D1281762331%26lang%3Dzh_CN%23rd">【AI白身境】入行AI需要什么数学基础:左手矩阵论,右手微积分</a></p>
<p>第十期:<a href="https://link.zhihu.com/?target&#61;https%3A//mp.weixin.qq.com/s%3F__biz%3DM
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