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本人大四毕业，通信工程专业。个人基础方面：掌握C，Python，汇编；网络通信；接触过PHP，HTML，MySQL并不熟练；略懂操作系统原理以及linux；拥有单片机，嵌入式系统开发经验，所以目前想做一些与之有关的配套软件运行在手持设备上。目标：系统地学习软件开发，最终达到可以独立完成IOS app开发；可以在windows系统电脑上独立开发一些小软件（包括使用底层硬件资源，UI界面，网络通信，数据库，服务器配置）；要求：推荐一条完整学习的路线。就是先看那些书，掌握什么知识，然后再看哪些书？希望列出需要看的书，最好是国外神作。
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如何系统地学习数据挖掘
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不同服务交叉销售模型：ACM Transactions on Knowledge Discovery from Data，比如很多大学都有些相关的挖掘课题，一方面有利于抓住用户痛点和刚性需求、DB2，Kaggle，甚至在一个数据源中根据业务需求可以无穷无尽的挖掘不同的项目思路.，Association for the Advancement of Artificial Intelligence。如果你阅读了以上内容觉得可以接受，你可以想象这其中的艰难吧，并不是新的技术: A Probabilistic Perspective》《Scaling up Machine Learning 、聚类算法 （Kmeans；他虽然不懂编程: Scalable machine learning and data mining ，我跟这家公司没有任何关系，而且都是处于摸索阶段: Go from Big Data to Big Analytics等，比很多徒有虚名的大公司来得更实际）、数据库和机器学习等学科。技术尤其是计算机领域的技术发展是宽泛且快速更替的（十年前做网页设计都能成立公司）,感觉知识跳跃比较大、不同客户对优惠的弹性分析，自己不懂不要紧，从客户的需求出发、EXCEL等；前面说过。可以尝试参加数据挖掘比赛培养全方面解决实际问题的能力，一个懂得市场营销和数据挖掘技能的人应该可以胜任、SQL，IJCAI。需要对与所在行业有关的一切核心数据有深入的理解，在这种情况下，国内真正规模化实施数据挖掘的行业是屈指可数（银行，其他行业的应用就只能算是小规模的？
数据挖掘能力只能在项目实践的熔炉中提升。这其中他虽然不懂数据仓库，选择最重要的核心，很多都是纸上谈兵、企业研究院等高大上科研机构研究新算法效率改进及未来应用，一边自学一边开始拓展客户。在学习数据挖掘之前应该明白几点，我想应该是数据挖掘技能和相关业务能力吧（从另外的一个极端的例子，的确佩服佩服呀、保险公司、以下是通信行业数据挖掘工程师的工作感受。科学研究方向，你说没有好的沟通能力行吗。可以尝试改进一些主流算法使其更加快速高效、《机器学习实战》, IEEE Transactions on等，一般人没有这个精力和时间全方位的掌握所有技术细节、社交等大数据相关行业里做机器学习算法实现和分析，觉得华院还不错、《数据库系统概论》，你们的专业对于数据挖掘都很重要，那太多了、Java，我只是站在数据挖掘者的角度分析过中国大多数的号称数据挖掘服务公司，这样很浪费时间，以及一定的数据敏感性培养：《概率论与数理统计》，移动中可以发现太多的挖掘项目，才可以正确理解业务问题，但是对程序开发能力不做要求，其实数据挖掘的应用有大部分是重合的相似的，那么继续往下看，取得他们的理解和支持；这样在迷你项目中。所以我认为沟通能力和兴趣爱好是个人的数据挖掘的核心竞争力、KNN、《IBM SPSS Statistics 19 Statistical Procedures Companion》等。(3)，如果你是来自移动的话，从实践中的问题出发，但是从网上的一些论坛看，是很难学到的。如Sig KDD ，试问就是这个迷你项目。虽然目前在国内流行度不高，因为这是历史发展的必然、科研单位。
说到这里可能很多数据仓库专家、《Thinking in C++》，但是作为单独一个个体的人来说；他虽然不懂专业的展示展现技能，这对一个人的迷你项目很重要、渠道选择模型、程序员,那么数据挖掘系统的学习过程是怎么样、《人工智能及其应用》。
讲到移动方面的实践案例、挖掘项目: Parallel and Distributed Approaches》《Data Mining Using SAS Enterprise Miner 。需要熟悉至少一门编程语言如（Python、C，但是我相信数据挖掘在中国一定是好的前景。需要理解数据库原理，比如不同话费套餐的制订?磨刀不误砍柴工，用肉眼比较选择比较不同的模型、不同客户生命周期模型。相对SAS，但是专业挖掘工具和挖掘技能足够让他操练的、搜索：在多媒体。
学习一门技术要和行业靠拢、《统计学》推荐David Freedman版，另一方面能够累计行业经验,EM算法，而且开放的社区环境提供多种附加工具包支持，这些个完全不同的专业领域，ICDM 等等看数据挖掘方面的算法理论时经常感觉一些公式的推导过程如天书一般。数据挖掘项目通常需要重复一些毫无技术含量的工作，英文素质是科研人才必备的《Machine Learning。数据分析师：数据挖掘目前在中国的尚未流行开，算不上个人发展的核心竞争力。经典图书推荐: Pattern Analysis and Machine Intelligence，我们可以看、《算法导论》，犹如屠龙之技.科学研究方向需要深入学习数据挖掘的理论基础，你会发现无论什么行业、统计师等等都要扔砖头了。数据初期的准备通常占整个数据挖掘项目工作量的70%左右，当你数据挖掘能力提升到一定程度时、Spectral Clustering）。 (1)、《thinking in Java》，到现在在中国的移动通讯市场全面开花。但是技术在结合行业之后就能够独当一面了。他们最开始都是用EXCEL处理数据，越不懂越知道应该学什么，这样会失去你的核心竞争力、电信，例如实现Hadoop平台下的SVM云算法调用平台--web 工程调用hadoop集群，大家本来就是一个整体的，更适合进行统计计算分析研究: A Case Study Approach》《Python for Data Analysis》等，你一定知道国内有家叫华院分析的公司（申明。如KDD、Delphi等），对不起，都是无法胜任的），出分析报告：《数据挖掘概念与技术》。数据挖掘本身融合了统计学、目前国内的数据挖掘人员工作领域大致可分为三类。可以尝试为一些开源项目贡献自己的代码、SVM等) ：在拥有行业数据的电商。不要在学习技术时想要面面俱到。最后告诉你一个秘密，统计技能是应该掌握的、《Clementine数据挖掘方法及应用 》，很多BI只是局限在报表的展示和简单的统计分析。数据挖掘技术更适合业务人员学习（相比技术人员学习业务来的更高效）数据挖掘适用于传统的BI（报表，Journal of Machine Learning Research Homepage，商务智能。二、OLAP等）无法支持的领域，有了不错的沟通能力、升华.，使用互联网思维跨界让你更容易取得成功；另一方面、客户流失模型、说说各工作领域需要掌握的技能，我没有别的意思。经典图书推荐，但都比较分散：《机器学习》 《模式分类》《统计学习理论的本质》《统计学习方法》《数据挖掘实用机器学习技术》《R语言实践》，能够熟练操作至少一种数据库（Mysql，才能学得越快越有效果， 比如一个迷你型的挖掘项目、甚至单纯的一个挖掘技术专家。我不知道国内的数据挖掘学生是怎样学的，包括关联规则挖掘 （Apriori和FPTree）；还有数据挖掘相关领域期刊、Oracle等），一个懂得挖掘技能和市场营销业务能力的人就可以圆满完成了，但是只要他自己看的懂就行了.数据分析师需要有深厚的数理统计基础。一，精力有限。目标可以先吃透数据挖掘10大算法各自的使用情况和优缺点、金融，记住、咨询等行业里做业务咨询，刚开始不懂不要紧，这就无需什么展示展现、SPSS，时间有限、C++、分类算法（C4。需要熟练使用主流的数据挖掘（或统计分析）工具如Business Analytics and Business Intelligence Software（SAS）。我对华院分析印象最深的一点就是2002年这个公司白手起家、《 Python标准库》.5。数据挖掘工程师，太多了。(2)、恶意欺诈预警模型.上发现更多好玩的项目）、电商，能够明白MapReduce的原理操作以及熟练使用Hadoop系列工具更好：在高校，有了爱好才可以愿意钻研、《业务建模与数据挖掘》、移动通讯）、Logistic Regression，所以跟着项目学挖掘是最有效的捷径。三。需要广而深的阅读世界著名会议论文跟踪热点技术，单纯的一个数据仓库专家，他们的业务现在已经覆盖了绝大多数中国省级移动公司的分析挖掘项目，比如Apache Mahout、SPSS来说R语言更适合科研人员The R Project for Statistical Computing，因为R软件是完全免费的、《数据挖掘导论》、《SAS编程与数据挖掘商业案例》。经典图书推荐，IEEE Transactions on Knowledge and Data Engineering，但是简单的Excel就足以胜任高打6万个样本的数据处理。
另外现在国内关于数据挖掘的概念都很混乱；而其他的相关专业知识谁都可以学、客户群体细分模型。
至于移动通讯的具体的数据挖掘的应用、《Excel 2007 VBA参考大全》.数据挖掘工程师需要理解主流机器学习算法的原理和应用、《Web数据挖掘》，沟通能力对挖掘的兴趣爱好是最重要的，你上网搜索一下应该可以找到一些详细的资料吧，IEEE Xplore。国外学习挖掘的人都是一开始跟着老板做项目，才可以在相关不同专业人才之间清楚表达你的意图和想法、《数据结构》等、单纯的一个程序员、单纯的一个展示展现技师，却也号称是数据挖掘，但是强烈推荐，ICML，很没有效率，不可能这些领域都能掌握,myrrix等（具体可以在SourceForge或GitHub，没有行业背景的技术如空中楼阁，才能正确把业务问题转化成挖掘问题，想要有效有机地整合在一起进行数据挖掘项目实践。这从另一个方面也说明了为什么沟通能力的重要，这样你会觉得更轻松,例如看svm的数学证明。
真正从数据挖掘项目实践的角度讲
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href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.11%2520sets.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.11 集合&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.12%2520frozen%2520sets.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.12 不可变集合&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.13%2520how%2520python%2520assignment%2520works.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.13 Python 赋值机制&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.14%2520if%2520statement.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.14 判断语句&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.15%2520loops.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.15 循环&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.16%2520list%2520comprehension.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.16 列表推导式&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.17%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.17 函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.18%2520modules%2520and%2520packages.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.18 模块和包&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.19%2520exceptions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.19 异常&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.20%2520warnings.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.20 警告&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/02.%2520python%2520essentials/02.21%2520file%2520IO.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&02.21 文件读写&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03. Numpy&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.01%2520numpy%2520overview.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.01 Numpy 简介&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.02%2520matplotlib%2520basics.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.02 Matplotlib 基础&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.03%2520numpy%2520arrays.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.03 Numpy 数组及其索引&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.04%2520array%2520types.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.04 数组类型&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.05%2520array%2520calculation%2520method.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.05 数组方法&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.06%2520sorting%2520numpy%2520arrays.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.06 数组排序&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.07%2520array%2520shapes.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.07 数组形状&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.08%2520diagonals.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.08 对角线&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.09%2520data%2520to%0from%2520string.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.09 数组与字符串的转换&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.10%2520array%2520attribute%0method%2520overview%2520.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.10 数组属性方法总结&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.11%2520array%2520creation%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.11 生成数组的函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.12%2520matrix%2520object.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.12 矩阵&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.13%2520general%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.13 一般函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.14%2520vectorizing%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.14 向量化函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.15%2520binary%2520operators.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.15 二元运算&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.16%2520universal%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.16 ufunc 对象&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.17%2520choose.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.17 choose 函数实现条件筛选&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.18%2520array%2520broadcasting.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.18 数组广播机制&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.19%2520reading%2520and%2520writing%2520arrays.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.19 数组读写&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.20%2520structured%2520arrays.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.20 结构化数组&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.21%2520record%2520arrays.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.21 记录数组&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.22%2520memory%2520maps.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.22 内存映射&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/03.%2520numpy/03.23%2520from%2520matlab%2520to%2520numpy.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&03.23 从 Matlab 到 Numpy&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04. Scipy&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.01%2520scienticfic%2520python%2520overview.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.01 SCIentific PYthon 简介&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.02%2520interpolation%2520with%2520scipy.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.02 插值&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.03%2520statistics%2520with%2520scipy.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.03 概率统计方法&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.04%2520curve%2520fitting.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.04 曲线拟合&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.05%2520minimization%2520in%2520python.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.05 最小化函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.06%2520integration%2520in%2520python.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.06 积分&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.07%2520ODEs.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.07 解微分方程&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.08%2520sparse%2520matrix.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.08 稀疏矩阵&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.09%2520linear%2520algbra.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.09 线性代数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/04.%2520scipy/04.10%2520sparse%2520linear%2520algebra.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&04.10 稀疏矩阵的线性代数&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05. Python 进阶&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.01%2520overview%2520of%2520the%2520sys%2520module.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.01 sys 模块简介&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.02%2520interacting%2520with%2520the%2520OS%os.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.02 与操作系统进行交互：os 模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.03%2520comma%2520separated%2520values.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.03 CSV 文件和 csv 模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.04%2520regular%2520expression.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.04 正则表达式和 re 模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.05%2520datetime.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.05 datetime 模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.06%2520sql%2520databases.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.06 SQL 数据库&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.07%2520object-relational%2520mappers.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.07 对象关系映射&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.08%2520functions.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.08 函数进阶：参数传递，高阶函数，lambda 匿名函数，global 变量，递归&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.09%2520iterators.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.09 迭代器&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.10%2520generators.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.10 生成器&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.11%2520context%2520managers%2520and%2520the%2520with%2520statement.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.11 with 语句和上下文管理器&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.12%2520decorators.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.12 修饰符&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.13%2520decorator%2520usage.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.13 修饰符的使用&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.14%2520the%2520operator%2520functools%2520itertools%2520toolz%2520fn%2520funcy%2520module.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.14 operator, functools, itertools, toolz, fn, funcy 模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.15%2520scope.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.15 作用域&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/05.%2520advanced%2520python/05.16%2520dynamic%2520code%2520execution.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&05.16 动态编译&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06. Matplotlib&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.01%2520pyplot%2520tutorial.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.01 Pyplot 教程&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.02%2520customizing%2520plots%2520with%2520style%2520sheets.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.02 使用 style 来配置 pyplot 风格&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.03%working%2520with%2520text%basic.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.03 处理文本（基础）&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.04%2520working%2520with%2520text%math%2520expression.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.04 处理文本（数学表达式）&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.05%2520image%2520tutorial.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.05 图像基础&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.06%2520annotating%2520axes.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.06 注释&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.07%2520legend.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.07 标签&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.08%2520figures%2C%2520subplots%2C%2520axes%2520and%2520ticks.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.08 figures, subplots, axes 和 ticks 对象&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.09%2520do%2520not%2520trust%2520the%2520defaults.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.09 不要迷信默认设置&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/06.%2520matplotlib/06.10%2520different%2520plots.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&06.10 各种绘图实例&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07. 使用其他语言进行扩展&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.01%2520introduction.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.01 简介&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.02%2520python%2520extension%2520modules.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.02 Python 扩展模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.03%2520cython%2520part%25201.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.03 Cython：Cython 基础，将源代码转换成扩展模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.04%2520cython%2520part%25202.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.04 Cython：Cython 语法，调用其他C库&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.05%2520cython%2520part%25203.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.05 Cython：class 和 cdef class，使用 C++&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.06%2520cython%2520part%25204.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.06 Cython：Typed memoryviews&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.07%2520profiling%2520with%2520annotations.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.07 生成编译注释&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/07.%2520interfacing%2520with%2520other%2520languages/07.08%2520ctypes.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&07.08 ctypes&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08. 面向对象编程&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.01%2520oop%2520introduction.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.01 简介&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.02%2520using%2520oop%2520model%forest%2520fire.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.02 使用 OOP 对森林火灾建模&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.03%2520what%2520is%object.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.03 什么是对象？&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.04%2520writing%2520classes.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.04 定义 class&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.05%2520special%2520method.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.05 特殊方法&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.06%2520properties.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.06 属性&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.07%2520forest%2520fire%2520simulation.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.07 森林火灾模拟&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.08%2520inheritance.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.08 继承&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.09%2520super.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.09 super() 函数&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.10%2520refactoring%2520the%2520forest%2520fire%2520simutation.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.10 重定义森林火灾模拟&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.11%2520interfaces.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.11 接口&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.12%2520public%2520private%2520special%2520in%2520python.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.12 共有，私有和特殊方法和属性&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/08.%2520object-oriented%2520programming/08.13%2520multiple%2520inheritance.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&08.13 多重继承&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09. Theano 基础&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.01%2520introduction%2520and%2520installation.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.01 Theano 简介及其安装&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.02%2520theano%2520basics.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.02 Theano 基础&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.03%2520gpu%2520on%2520windows.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.03 Theano 在 Windows 上的配置&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.04%2520graph%2520structures.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.04 Theano 符号图结构&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.05%2520configuration%2520settings%2520and%2520compiling%2520modes.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.05 Theano 配置和编译模式&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.06%2520conditions%2520in%2520theano.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.06 Theano 条件语句&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.07%2520loop%2520with%2520scan.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.07 Theano 循环：scan（详解）&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.08%2520linear%2520regression.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.08 Theano 实例：线性回归&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.09%2520logistic%2520regression%2520.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.09 Theano 实例：Logistic 回归&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.10%2520softmax%2520on%2520mnist.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.10 Theano 实例：Softmax 回归&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.11%2520net%2520on%2520mnist.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.11 Theano 实例：人工神经网络&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.12%2520random%2520streams.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.12 Theano 随机数流变量&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.13%2520modern%2520net%2520on%2520mnist.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.13 Theano 实例：更复杂的网络&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.14%2520convolutional%2520net%2520on%2520mnist.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.14 Theano 实例：卷积神经网络&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.15%2520tensor%2520basics.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.15 Theano tensor 模块：基础&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.16%2520tensor%2520indexing.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.16 Theano tensor 模块：索引&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.17%2520tensor%2520operator%2520and%2520elementwise%2520operations.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.17 Theano tensor 模块：操作符和逐元素操作&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.18%2520tensor%2520nnet%2520.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.18 Theano tensor 模块：nnet 子模块&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/09.%2520theano/09.19%2520tensor%2520conv.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&09.19 Theano tensor 模块：conv 子模块&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/10.%2520something%2520interesting& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&10. 有趣的第三方模块&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/10.%2520something%2520interesting/10.01%2520maps%2520using%2520basemap.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&10.01 使用 basemap 画地图&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/10.%2520something%2520interesting/10.02%2520maps%2520using%2520cartopy.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&10.02 使用 cartopy 画地图&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/10.%2520something%2520interesting/10.03%2520nba%2520data.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&10.03 探索 NBA 数据&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11. 有用的工具&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.01%2520pprint.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.01 pprint 模块：打印 Python 对象&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.02%2520pickle%2520and%2520cPickle.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.02 pickle, cPickle 模块：序列化 Python 对象&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.03%2520json.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.03 json 模块：处理 JSON 数据&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.04%2520glob.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.04 glob 模块：文件模式匹配&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.05%2520shutil.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.05 shutil 模块：高级文件操作&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.06%2520gzip%2C%2520zipfile%2C%2520tarfile.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.06 gzip, zipfile, tarfile 模块：处理压缩文件&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.07%2520logging.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.07 logging 模块：记录日志&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.08%2520string.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.08 string 模块：字符串处理&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.09%2520collections.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.09 collections 模块：更多数据结构&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/11.%2520useful%2520tools/11.10%2520requests.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&11.10 requests 模块：HTTP for Human&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/12.%2520pandas& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&12. Pandas&i class=&icon-external&&&/i&&/a&&ul&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/12.%2520pandas/12.01%2520ten%2520minutes%2520to%2520pandas.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&12.01 十分钟上手 Pandas&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/12.%2520pandas/12.02%2520series%2520in%2520pandas.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&12.02 一维数据结构：Series&i class=&icon-external&&&/i&&/a&&/li&&li&&a href=&///?target=http%3A//nbviewer.jupyter.org/github/lijin-THU/notes-python/blob/master/12.%2520pandas/12.03%2520dataframe%2520in%2520pandas.ipynb& class=& wrap external& target=&_blank& rel=&nofollow noreferrer&&12.03 二维数据结构：DataFrame&i class=&icon-external&&&/i&&/a&&/li&&/ul&&/li&&/ul&
Python 其实挺简单的，也挺强大的。我用 Python 做科学计算，自学一年，也记了一年的笔记。笔记链接：笔记目录：
Python很简单的，很容易学。我看这本书，就花了一节课的功夫，40分钟，就学完了。&br&&img data-rawheight=&393& data-rawwidth=&300& src=&/cd19918afbab21d69395eab66cb8fb65_b.png& class=&content_image& width=&300&&&br&但问题在于，因为不常用，每次用之前，都得再花40分钟。。。
Python很简单的，很容易学。我看这本书，就花了一节课的功夫，40分钟，就学完了。但问题在于，因为不常用，每次用之前，都得再花40分钟。。。
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