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<a class="article-title" href="/2018/08/17/最近纠结的事/">最近纠结的事</a>
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<h1 id="后台开发和算法工程师的比较"><a href="#后台开发和算法工程师的比较" class="headerlink" title="后台开发和算法工程师的比较"></a>后台开发和算法工程师的比较</h1><h2 id="1、未来问题的提法"><a href="#1、未来问题的提法" class="headerlink" title="1、未来问题的提法"></a>1、未来问题的提法</h2><p>就目前来看,互联网行业内部对于机器学习的消化已经趋于稳定,各类推荐系统,分类器的构建其实已经是一个相对成熟的业务了,然而CV和NLP两个方向,以及这些方向之下细分的业务可能还有很多有待探索的事情,当然,想要去探索,可能需要有较高的要求(顶会论文之类),未来的业务将很可能处处结合算法,而算法的使用门槛肯定会进一步降低,这将会带来,偏向商业的业务中必然带有算法,哪怕你是搞后台的,也会有这部分的任务。 </p>
<p>除了互联网行业内部以外,机器学习更广阔的前景在于机器学习+,这部分很可能需要更好的行业理解能力,而不是要求你把算法研究的多深入。 总之还是要能干活才行。</p>
<p>反观后台方面,现在架构本身已经是千锤百炼非常稳定的一个系统了,业务将仅限于如何提升效率,减少开支方面。以及大量的业务代码方面,将会变成基础设施。即不论你是什么样的业务,多么狂拽酷炫的算法,最终落地的时候,往往还是需要后台,或者其他软件工程师的支持的,这部分需要的员工人数应该是与算法岗不相上下,甚至远期看要更多,这就是最基础的岗位,也就是民工岗。</p>
<h2 id="2、后台开发岗分维度比较"><a href="#2、后台开发岗分维度比较" class="headerlink" title="2、后台开发岗分维度比较"></a>2、后台开发岗分维度比较</h2><ul>
<li>目前进度:有了java基础(但有部分内容有漏洞,需要填补),有了spring核心部分的基础(这部分学的到还不错,但是只是核心部分),数据库马上学完了,包括网络,操作系统,数据结构这些之前也都是学过的。</li>
<li>后续需学习内容:Spring剩余知识,java的漏洞补足,mybatis/hibernate之类的学习,TCP/IP协议的深入学习,hadoop/spark肯定至少要学一个,高并发相关,负载均衡相关,反向代理相关,RPC相关,日志分析相关,数据库的深入学习与优化相关,UNIX网络编程相关,可能还要学一点前端相关的内容,比方什么react之类的。</li>
<li>学习难度:东西确实很多,但是每一项确实难度都不是很大,只要踏踏实实学就够了。</li>
<li>工作内容:拿到问题,不用怎么分析,已经分析好了,直接下手去编写基础的,业务类代码,更多的就是CRUD,设计设计类和包的继承关系顶天了,搬砖感强烈,更多的挑战和快乐出现在技术本身上,比方如何高并发,如何高可用。写一两年业务代码之后,可能会关注一些更高的,更偏向深度技术的问题,例如高并发的解决,高可用什么的。</li>
<li>工作前景:要么一骑绝尘,在技术的路上不回头狂飙,做到架构师,要么干几年之后转向管理,这个转向又有两种转法,一种是项目经理,一种是产品经理。</li>
<li>工作积累:上面所说的学习的每一种技术,每一种框架,都是技术积累,工作之后在项目中,应该可以积累到:代码相关技巧(应用编程范式的东西),业务相关技术的积累(类似于在数梦这种公司干,可能就会积累到云计算相关的一些东西),以及工程积累,也就是工程中的无数细枝末节中积累的一些小tips,技术栈深度和广度的积累(什么都干过之后就可以凭借技术栈去当架构师了)</li>
<li>兴趣度:如果不写前端的话,兴趣其实还算可以,CRUD枯燥是枯燥,写完了各种调BUG也的确让人崩溃,但是总体还是可以,3星的兴趣吧。</li>
<li>总评:后台开发是属于要求大量广度与核心技能深度的岗位,现在已经有着比较成熟的招聘机制,公司要求什么,不要求什么一目了然,方便针对性准备,况且我们已经有了将近一年后台技术的学习和项目的积累。</li>
</ul>
<h2 id="3、算法岗分维度比较"><a href="#3、算法岗分维度比较" class="headerlink" title="3、算法岗分维度比较"></a>3、算法岗分维度比较</h2><ul>
<li>目前进度:已经掌握的有,线性回归,对率回归,决策树,朴素贝叶斯,bp神经网络,以及K-means,PCA,SVD,协同过滤,及简单的SVM。 所谓已经掌握是指,稍加准备是可以完全手推的,但是对于后续更深刻的数学原理,很多还掌握的不足。框架方面,算是学到了tensorflow的基本用法,以及对于numpy,sklearn有个肤浅的了解。语言方面,python的基础也不牢固,需要这次回学校后,抽时间把一些内容补补课。</li>
<li>后续需学习内容:要补足的基础知识:矩阵分析,概率论和随机过程,更深入的数学基础,高斯混合模型,EM算法,线性分布,马尔科夫决策,强化学习。除基础知识以外,更重要的是要打比赛,要通过打比赛去了解自己,到底喜不喜欢干这份工作。这不比后台开发,好歹我是干了的,这个东西现在我还没干过。如果真的喜欢,真的决定坚持下去做,再去看深度学习。 我们现在所学的东西也并不算浪费,哪怕以后不做算法,这些内容也是其他岗位需要了解掌握的基础知识。</li>
<li>学习难度:要学的东西没有后台那么多,但是相应的,会比较难,而且光学了是没什么用的,必须要能应用下来,拿到成绩才行。</li>
<li>工作内容:类似于打比赛,拿到数据,分析问题,特种工程,建立模型,查找合适的算法,洗数据,应用算法,调参,等等。工作内容本身相对还是比较看重个人对问题的分析的,主观能动性会比较大,干起来会比后台好一点(当然,作为新人,刚进去不论是后台还是算法,必然都不可能把最具挑战也最有意思的东西分给你),更多的挑战是出现在:1.算法知识的广度深度,也就是遇到问题你要知道拿什么算法最合适,拿这个算法怎么做最合适。 2.特征工程和洗数据能力,也就是分析问题,建立模型的这种抽象思维能力。</li>
<li>工作积累:首先积累到的就是算法知识,可能会知道很多算法,以及他们的用途,这就好比你做后台,掌握了很多框架,中间件似的。其次是工程知识,未来像硕士做算法的工程师,一定会大量涉及工程能力,要落地(也就是有代码相关技巧)。再次是在所在行业的知识,特别是特定行业的特征工程知识以及数据挖掘,分析的知识。这些知识是对未来更大发展良好的铺垫(比方说做管理岗,CEO,对数据敏感肯定是更好的一件事)。此外就是一些小tips,例如同样是调参,我就是调的快,这种。</li>
<li>兴趣度:暂时没法给评价</li>
<li>总评:暂时没法给评价</li>
</ul>
<h2 id="4、产品经理岗分维度比较"><a href="#4、产品经理岗分维度比较" class="headerlink" title="4、产品经理岗分维度比较"></a>4、产品经理岗分维度比较</h2><ul>
<li>目前进度:就有过一段水实习,其中一半是用研,一半是产品策划,策划的东西还是个残废</li>
<li>后续需学习内容:</li>
<li>学习难度:</li>
<li>工作内容:</li>
<li>工作积累:</li>
<li>兴趣度:</li>
</ul>
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<p>Welcome to <a href="https://hexo.io/" target="_blank" rel="noopener">Hexo</a>! This is your very first post. Check <a href="https://hexo.io/docs/" target="_blank" rel="noopener">documentation</a> for more info. If you get any problems when using Hexo, you can find the answer in <a href="https://hexo.io/docs/troubleshooting.html" target="_blank" rel="noopener">troubleshooting</a> or you can ask me on <a href="https://github.com/hexojs/hexo/issues" target="_blank" rel="noopener">GitHub</a>.</p>
<h2 id="Quick-Start"><a href="#Quick-Start" class="headerlink" title="Quick Start"></a>Quick Start</h2><h3 id="Create-a-new-post"><a href="#Create-a-new-post" class="headerlink" title="Create a new post"></a>Create a new post</h3><figure class="highlight bash"><table><tr><td class="gutter"><pre><span class="line">1</span><br></pre></td><td class="code"><pre><span class="line">$ hexo new <span class="string">"My New Post"</span></span><br></pre></td></tr></table></figure>
<p>More info: <a href="https://hexo.io/docs/writing.html" target="_blank" rel="noopener">Writing</a></p>
<h3 id="Run-server"><a href="#Run-server" class="headerlink" title="Run server"></a>Run server</h3><figure class="highlight bash"><table><tr><td class="gutter"><pre><span class="line">1</span><br></pre></td><td class="code"><pre><span class="line">$ hexo server</span><br></pre></td></tr></table></figure>
<p>More info: <a href="https://hexo.io/docs/server.html" target="_blank" rel="noopener">Server</a></p>
<h3 id="Generate-static-files"><a href="#Generate-static-files" class="headerlink" title="Generate static files"></a>Generate static files</h3><figure class="highlight bash"><table><tr><td class="gutter"><pre><span class="line">1</span><br></pre></td><td class="code"><pre><span class="line">$ hexo generate</span><br></pre></td></tr></table></figure>
<p>More info: <a href="https://hexo.io/docs/generating.html" target="_blank" rel="noopener">Generating</a></p>
<h3 id="Deploy-to-remote-sites"><a href="#Deploy-to-remote-sites" class="headerlink" title="Deploy to remote sites"></a>Deploy to remote sites</h3><figure class="highlight bash"><table><tr><td class="gutter"><pre><span class="line">1</span><br></pre></td><td class="code"><pre><span class="line">$ hexo deploy</span><br></pre></td></tr></table></figure>
<p>More info: <a href="https://hexo.io/docs/deployment.html" target="_blank" rel="noopener">Deployment</a></p>
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缺失模块。<br/>1、请确保node版本大于6.2<br/>2、在博客根目录(注意不是yilia根目录)执行以下命令:<br/> npm i hexo-generator-json-content --save<br/><br/>
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<a href="http://localhost:4000/" target="_blank" class="search-title"><i class="icon-quo-left icon"></i>友情链接6</a>
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<div class="aboutme-wrap" id="js-aboutme">很惭愧<br><br>只做了一点微小的工作<br>谢谢大家</div>
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