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"x6570;据决定了机器学习结果的上限，而算法只是尽可能逼近这个上限。","x6570;据准备","x6570;据分割：","x6570;据基本处理","x6570;据展示","x6570;据是这样的：","x6570;据来源：https://www.kaggle.com/starbucks/stor","x6570;据的绘图区域","x6570;据离散化","x6570;据离散化【知道】","x6570;据简介","x6570;据类型一：特征值+目标值（目标值是连续的和离散的）","x6570;据类型二：只有特征值，没有目标值","x6570;据类型构成：","x6570;据获取","x6570;据要有代表性，否则必然会过拟合。","x6570;据：","x6570;据2","x6570;组与数的运算","x6570;组与数组的运算","x6570;组中的元素数量","x6570;组元素的类型","x6570;组去重【知道】","x6570;组属性反映了数组本身固有的信息。","x6570;组形状改变【掌握】","x6570;组的去重","x6570;组的形状被修改为","x6570;组的索引、切片","x6570;组的转߶","x6570;组索引【知道】","x6570;组维度的元组","x6570;组维数","x6570;组间运算","x6574;个机器学习基础阶段会用到matplotlib、numpy、pandas等库，为了统一版本号在环境中使用，将所有的库及其版本放到了文件requirements.txt当中，然后统一安装","x6574;数，","x6587;件的路径","x6587;件读取与存储","x6587;本挖掘和分类领域的一个瓶颈出现在歧义和有偏差的数据上。","x6587;本挖掘/分类","x65b0;建一个用于人工智能环境的虚拟环境","x65b0;建notebook文档","x65b9;差","x65e0","x65e0;监督学习","x65e0;监督学习(unsupervis","x65e0;符号整数，0","x65e5;本的第五代计算机项目拨款8.5亿美金；","x660e;确问题是进行机器学习的第一步。机器学习的训练过程通常都是一件非常耗时的事情，胡乱尝试时间成本是非常高的。","x661f;巴克零售店数据的分组与聚合","x661f;巴克零售店铺数ض","x662f;一个","x662f;一个ipython的web加强版","x662f;一款程序员和科学工作者的编程/文档/笔记/展示软件","x662f;专门用于开发2d图表(包括3d图表","x662f;专门用于开发2d(3d)图表的包","x662f;什么","x662f;在概率论和统计方差衡量一组数据时离散程度的度量","x662f;底层实现,不需要关注","x663e;示图例","x663e;示图例【知道】","x66f4;多参数细节：https://pandas.pydata.org/panda","x66ff;换填充平均值，中位数","x66ff;换存在缺失值的样本的两列","x66ff;换所有缺失值：","x6700;大元素对应的下标","x6700;小值的函数","x6700;小元素对应的下标","x6709;些数据有目标值（标签值），有些数据没有目标值（如上表中，电影类型就是这个数据集的目标值）","x6709;特征值，但是一部分数据有目标值，其他数据没有目标值","x6709;特征值，无目标值","x6709;特征值，有目标值【重点】","x6709;监督，无监督算法对比：","x672a;知：训练样本有无标签均可","x672c;地notebook的默认url为：http://localhost:8888","x673a;器人","x673a;器人可以分成两大类:固定机器人和移动机器人。固定机器人通常被用于工业生产(比如用于装配线)。常见的移动机器人应用有货运机器人、空中机器人和自动载具。机器人需要不同部件和系统的协作才能实现最优的作业。其中在硬件上包含传感器、反应器和控制器；另外还有能够实现感知能力的软件，比如定位、地图测绘和目标识别。","x673a;器人学(robotics)研究的是机器人的设计、制造、运作和应用，以及控制它们的计算机系统、传感反馈和信息处理。","x673a;器学习","x673a;器学习一般的数据集会划分为两个部分：","x673a;器学习基础环境安装与使用","x673a;器学习工作流程","x673a;器学习工作流程总结","x673a;器学习是人工智能的一个实现途径","x673a;器学习是从数据中自动分析获得模型，并利用模型对未知数据进行预测。","x673a;器学习概述","x673a;器学习的最大特点就是大量的数据运算，那么如果没有一个快速的解决方案，那可能现在python也在机器学习领域达不到好的效果。","x673a;器学习算法分类","x673a;器学习领域的大神andrew","x673a;器学习（常用科学计算库的使用）基础定位、目标","x673a;器学习,深度学习各种框架的基础库","x673a;器已经基本能区别天鹅和其他动物了。然后，很不巧已有的天鹅图片全是白天鹅的，于是机器经过学习后，会认为天鹅的羽毛都是白的，以后看到羽毛是黑的天鹅就会认为那不是天鹅。","x673a;器翻译","x673a;器翻译是一个见证了大量发展历程的应用领域。该领域最近由于神经机器翻译而取得了非常显著的进展，但仍然没有全面达到专业译者的水平；但是，我们相信在大数据、云计算和深度学习技术的帮助下，机器翻译很快就将进入社会影响阶段。","x673a;器翻译(mt)是利用机器的力量自动将一种自然语言(源语言)的文本翻译成另一种语言(目标语言)。机器翻译方法通常可分成三大类:基于规则的机器翻译(rbmt)、统计机器翻译(smt)和神经机器翻译(nmt)。","x6784;造行索引序列","x6784;造x轴刻度标޷","x6784;造y轴刻度","x67e5;的全","x67e5;的准","x67e5;看值","x67e5;看头部内容","x67e5;看尾部内容","x67e5;看当前行的代码运行一次所花费的时间","x67e5;看效果","x67e5;看更多：https://deepdreamgenerator.com","x67e5;看panel数ض","x67f1;状图【知道】","x67f1;状图的宽度","x67f1;状图绘制","x67f1;状图：排列在工作表的列或行中的数据可以绘制到柱状图中。","x6807;准差","x6807;准差与方差的意义","x6807;准差如何来？","x6807;准差:σ","x6807;题栏：点击标题（如untitled）修改文档名","x6839;据动态数ض","x6839;据数据集组成不同，可以把机器学习算法分为：","x6848;例","x6848;例一：","x6848;例三：","x6848;例二：","x6848;例分析","x6848;例：","x6848;例：“物以类聚，人以群分”","x6848;例：学下棋","x6848;例：显示温度变化状况","x6848;例：猫狗分类，房价预测","x6848;例：股票涨跌幅统计运算","x6848;例：随机生成8只股票2周的交易日涨幅数ض","x6848;例:不同颜色的不同笔的价格数ض","x6a21;型融合","x6a21;型评估","x6a21;型评估是模型开发过程不可或缺的一部分。它有助于发现表达数据的最佳模型和所选模型将来工作的性能如何。按照数据集的目标值不同，可以把模型评估分为分类模型评估和回归模型评估。","x6a21;型评估用于评价训练好的的模型的表现效果，其表现效果大致可以分为两类：过拟合、欠拟合。","x6a21;型诊断","x6a2a;坐标","x6b20;拟合","x6b63;态分布","x6b63;态分布创建方式","x6b63;态分布是一种概率分布。正态分布是具有两个参数μ和σ的连续型随机变量的分布，第一参数μ是服从正态分布的随机变量的均值，第二个参数σ是此随机变量的方差，所以正态分布记作n(μ，σ","x6b63;态分布特点","x6b63;态分布的应用","x6b63;确预测为正占全部正样本的比例","x6b63;确预测为正占全部预测为正的比例","x6b64;概率分布的均值（对应着整个分布的中心centre）","x6b64;概率分布的标准差（对应于分布的宽度，scale越大越矮胖，scale越小，越瘦高）","x6bcf;个包安装的过程中，尽量指定稳定版本进行安装","x6bcf;个柱状图的位置对齐方式","x6bd4;如我们将刚才处理好的on","x6bd4;如进行数学运算加上具体的一个数字","x6c42;出唯一值，然后进行形状获取","x6c42;出最大值的位߶","x6c42;出最大最小值","x6c42;出最小值的位߶","x6ca1;有进行行列互换,修改原来的ndarray","x6ca1;有进行行列互换,新产生一个ndarray","x6ce8;意：","x6ce8;意：二者都是矩阵乘法。","x6ce8;意：以下修改方式是错误的","x6ce8;意：如果只在plt.plot()中设置label还不能最终显示出图例，还需要通过plt.legend()将图例显示出来。","x6ce8;意：若不指定，整数默认int64，小数默认float64","x6ce8;意：plt.函数名()相当于面向过程的画图方法，axes.set_方法名()相当于面向对象的画图方法。","x6ce8;意：plt.plot()除了可以画折线图，也可以用于画各种数学函数图像","x6ce8;意：plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。","x6ce8;意:一定要在plt.plot()里面设置一个label,如果不设置,没法显示","x6ce8;意:在传递进去的第一个参数必须是数字,不能是字符串,如果是字符串吗,需要进行替换操作","x6ce8;：不会修改原数据，需要接受返回值","x6ce8;：业界广泛流传：数据和特征决定了机器学习的上限，而模型和算法只是逼近这个上限而已。","x6ce8;：最常用的hdf5和csv文件","x6ce8;：通过刚才的设置，这样dataframe就变成了一个具有multiindex的dataframe。","x6ce8;：pandas从版本0.20.0开始弃用：推荐的用于表示3d数据的方法是通过dataframe上的multiindex方法","x6d0b;红","x6d4b;试数据：在模型检验时使用，用于评估模型是否有效","x6d4b;试者与被测试者（一个人和一台机器）隔开的情况下，通过一些装置（如键盘）向被测试者随意提问。","x6d4b;试集：30","x6df1;度学习","x6df1;度学习各层负责内容","x6df1;度学习是机器学习的一个方法发展而来","x6df1;度学习演示","x6df1;度学习的发展源头","x6df1;度学习简介【了解】","x6dfb;加描述信息","x6dfb;加描述信息【知道】","x6dfb;加标题","x6dfb;加网格","x6dfb;加网格显示","x6dfb;加网格显示【知道】","x6dfb;加网格线","x6dfb;加自定义x,y刻度","x6dfb;加行索引","x6dfb;加x轴、y轴描述信息及标题","x6dfb;加x,y轴刻度","x6dfb;加x,y轴刻度【知道】","x6dfb;加x,y轴描述和标题","x6dfb;加x,y轴的刻度","x6f2b;画告诉你zero为什么这么牛http://sports.sina.com.cn/chess/weiqi/2017","x70b9;划线","x70b9;虚线","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三：","x95ee;题二：","x95ee;题，即自动进行决策，并且可以做连续决策。","x95ee;题：如何让数据更有意义的显示？处理刚才的股票数ض","x95ee;题1：我们想知道这些电影数据中评分的平均分，导演的人数等信息，我们应该怎么获取？","x95ee;题2：对于这一组电影数据，如果我们想rating，runtime的分布情况，应该如何呈现数据？","x95ee;题3：对于这一组电影数据，如果我们希望统计电影分类(genre)的情况，应该如何处理数据？","x9636;矩阵","x9636;矩阵（即","x968f;机生成涨跌幅在某个正态分布内，比如均值0，方差1","x968f;机（正态分布）","x9700;求","x9700;求分析，设计架构，开发模块，测试","x9700;求：再添加一个城市的温度变化","x9700;求：探究房屋面积和房屋价格的关系","x9700;求：画出某城市11点到12点1小时内每分钟的温度变化折线图，温度范围在15度~18度","x9700;要安装安装tables模块避免不能读取hdf5文件","x9700;要指定键的名字","x9700;要指定(axis=1","x9700;要调用show，才能显示出结果","x9752;色","x9762;对的输入总是在变化，每当算法做出一个行为，它影响下一次决策的输入。","x9884;测正确的数占样本总数的比例。","x9886;域中，将覆盖文本挖掘/分类、机器翻译和语音识别。","x989c;色字符","x98ce;格字符","x997c;图【知道】","x997c;图：用于表示不同分类的占比情况，通过弧度大小来对比各种分类。","x9996;先创建一些数组。","x9996;先获取导入包，获取数据","x9a6c;文·闵斯基（marvin","x9ad8;级处理","x9ec4;色","x9ed1;色","x9ed8;认内连接","x9f20;标操作","x:数量，自动算百分比","x:要显示的刻度值","x_labels_tick","x_labels_ticks[::5","x_ticks_label","x_ticks_label[::5","xb5;","xff08;1）计算密集型的程序。所谓计算密集型(comput","xff08;2）易于并行的程序。gpu其实是一种simd(singl","xff0c;表示\b代码正在运行","y","y坐标的数据","y，cell切换到code模式","y:要显示的刻度值","y=none","y_beij","y_labels_tick","y_shanghai","y_tick","year","young","z，回退","zero"],"pipeline":["trimmer","stopWordFilter","stemmer"]}