From 0a295701be4d491704c94df49275ccafa4edffbd Mon Sep 17 00:00:00 2001 From: keke <2536485681li@gmail.com> Date: Sat, 27 Jun 2020 00:37:02 +0800 Subject: [PATCH 01/68] Update README.md --- README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 4a83353c..517ff82c 100644 --- a/README.md +++ b/README.md @@ -194,7 +194,10 @@ ### 机器学习 -如果觉得此文章不错,支持我的话可以给我star ,:star:!有问题也可以给我直接提issues,我会及时回复的. +觉得此文章不错,支持我的话可以给我star ,:star:! 如果有问题可以加我的微信,也可以加入我们的交流群一起交流技术! +
+
+
@@ -18,24 +19,31 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!
自组织映射可以起到聚类作用,但无法直接分类或识别,因此它只是自适应解决模式分类问题两步中的第一步。第二步:学习向量量化,采用监督机制,在训练中加入信号作为分类信息对权值进行细调,并对输出神经元预先指定其类别。
2.学习矢量量化网络结构与工作原理
+
学习矢量量化神经网络有三层组成:输入层,竞争层,线性输出层。
+
和
,对于元胞状态
中的每一个元素,输出一个0~1之间的数。1表示“完全保留该信息”,0表示“完全丢弃该信息”:
@@ -146,6 +148,7 @@ LSTM 全称叫 Long Short-Term Memory networks,它和传统 RNN 唯一的不
如果我们把LSTM的forget gate全部置0(总是忘记之前的信息),input gate全部 置1,output gate全部置1(把cell state中的信息全部输出),这样LSTM就变成一个标准的RNN。
目前 LSTM 模型在实践中取得了非常好的效果, 只需要训练一个两三层的LSTM, 它就可以:
+
* 模仿保罗·格雷厄姆进行写作
* 生成维基百科的 markdown 页面
* 手写识别
From b52a502e67bc76904a128049b520a16adb86c441 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Mon, 25 Jan 2021 09:58:30 +0800
Subject: [PATCH 05/68] Update ANN.0.4.md
---
assets/src/ANN/ANN.0.4.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/assets/src/ANN/ANN.0.4.md b/assets/src/ANN/ANN.0.4.md
index 711f1574..74d0df6d 100644
--- a/assets/src/ANN/ANN.0.4.md
+++ b/assets/src/ANN/ANN.0.4.md
@@ -57,7 +57,7 @@ RNN主要解决序列数据的处理,比如文本、语音、视频等等。
-把序列视作时间序列,隐含层h的自连接边实际上是和上一时刻的h相连.在每一个时刻t,
的取值是当前时刻的输入
,和上一时刻的隐含层值
的取值是当前时刻的输入
From a88cbc44ad00e9322a7cb9c7635c1d8b41b14023 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Sun, 14 Feb 2021 20:37:00 +0800
Subject: [PATCH 06/68] Update BA.0.3.md
---
assets/src/BA/BA.0.3.md | 4 ++++
1 file changed, 4 insertions(+)
diff --git a/assets/src/BA/BA.0.3.md b/assets/src/BA/BA.0.3.md
index 2d4de632..758d9c33 100644
--- a/assets/src/BA/BA.0.3.md
+++ b/assets/src/BA/BA.0.3.md
@@ -1,4 +1,5 @@
### Deeplearning Algorithms tutorial
+
谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处!
AI的开发离不开算法那我们就接下来开始学习算法吧!
@@ -54,10 +55,13 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!
From 906e51e037368f32c88fc9dd027515e38c3e5a20 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Mon, 14 Feb 2022 09:44:46 +0800
Subject: [PATCH 07/68] Update OTR.md
---
assets/src/OTR/OTR.md | 3 +++
1 file changed, 3 insertions(+)
diff --git a/assets/src/OTR/OTR.md b/assets/src/OTR/OTR.md
index 35606c69..a86b6646 100644
--- a/assets/src/OTR/OTR.md
+++ b/assets/src/OTR/OTR.md
@@ -1,4 +1,5 @@
### Deeplearning Algorithms tutorial
+
谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处!
AI的开发离不开算法那我们就接下来开始学习算法吧!
@@ -34,7 +35,9 @@ Hawkins(1980)给出孤立点(outlier)的定义:孤立点是在数据集中
孤立点的挖掘方法主要有:基于统计学的、基于距离的、基于密度的局部离群点方法和基于深度偏差的方法。
马克威孤立点算法是基于距离的:设
表示p点和它的第k个最近邻居的距离。直观地看,
越大,p越有可能成为孤立点。
+
给定d维空间中包含N个点的数据集、参数N(孤立点个数)和k(偏差距离),如果满足
的点
不超过n-1个,那么称p为
孤立点。
+
如果对所有数据点根据其
距离进行从大到小排序,那么前n个点就被看作是孤立点。
算法步骤如下,对每个p点,计算它的第k个最近邻居的距离
,把具有极大
值的前个n点作为孤立点。该算法每次处理一个点p,就需要扫描一遍数据库,总共需要扫描N遍(N为数据点数)。
From 764da7d2ce2ea4b04307c35cd1e4ed0696b520c5 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Sun, 20 Mar 2022 20:50:18 +0800
Subject: [PATCH 08/68] Update BNS.md
---
assets/src/BNS/BNS.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/assets/src/BNS/BNS.md b/assets/src/BNS/BNS.md
index 80093f59..69b7ef51 100644
--- a/assets/src/BNS/BNS.md
+++ b/assets/src/BNS/BNS.md
@@ -64,7 +64,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!
在没有任何证据提供给网络的情况下有初始边界概率为:
-P(D)=0.8×0.1×0.4+0.6×0.1×0.6+0.6×0.9×0.4+0.3×0.9+0.6=0.032+0.036+0.0216+0.0162=0. 446.
+P(D)=0.8×0.1×0.4+0.6×0.1×0.6+0.6×0.9×0.4+0.3×0.9+0.6=0.032+0.036+0.0216+0.0162=0.446.
同样,考虑节点C发生了的情况,亦即C=TRUE,知道P(A)从0.1变成0.471,P(notA)也就从0.9变成0.529,将这些值重新代入式(2),得到修改后的边界概率,即条件概率P(D| C)=0.542.给网络输入新的证据以更新各个节点的概率,这个过程称为概率繁殖.贝叶斯网络的作用就在于对不确定性系统进行知识表达并利用概率繁殖来对其进行推理.
From 16f3d861e742500417ed7aaf3ec930c42623c257 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Wed, 30 Mar 2022 20:19:15 +0800
Subject: [PATCH 09/68] Update OTR.md
---
assets/src/OTR/OTR.md | 7 +++++--
1 file changed, 5 insertions(+), 2 deletions(-)
diff --git a/assets/src/OTR/OTR.md b/assets/src/OTR/OTR.md
index a86b6646..47213017 100644
--- a/assets/src/OTR/OTR.md
+++ b/assets/src/OTR/OTR.md
@@ -11,7 +11,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!
机器学习主要有三种方式:监督学习,无监督学习与半监督学习。
-(1)监督学习:从给定的训练数据集中学习出一个函数,当新的数据输入时,可以根据函数预测相应的结果。监督学习的训练集要求是包括输入和输出,也就是特征和目标。训练集中的目标是有标注的。如今机器学习已固有的监督学习算法有可以进行分类的,例如贝叶斯分类,SVM,ID3,C4.5以及分类决策树,以及现在最火热的人工神经网络,例如BP神经网络,RBF神经网络,Hopfield神经网络、深度信念网络和卷积神经网络等。人工神经网络是模拟人大脑的思考方式来进行分析,在人工神经网络中有显层,隐层以及输出层,而每一层都会有神经元,神经元的状态或开启或关闭,这取决于大数据。同样监督机器学习算法也可以作回归,最常用便是逻辑回归。
+(1)监督学习:从给定的训练数据集中学习出一个函数,当新的数据输入时,可以根据函数预测相应的结果。监督学习的训练集要求是包括输入和输出,也就是特征和目标。训练集中的目标是有标注的。如今机器学习已固有的监督学习算法有可以进行分类的,例如贝叶斯分类,`SVM`,ID3,`C4.5` 以及分类决策树,以及现在最火热的人工神经网络,例如BP神经网络,RBF神经网络,Hopfield神经网络、深度信念网络和卷积神经网络等。人工神经网络是模拟人大脑的思考方式来进行分析,在人工神经网络中有显层,隐层以及输出层,而每一层都会有神经元,神经元的状态或开启或关闭,这取决于大数据。同样监督机器学习算法也可以作回归,最常用便是逻辑回归。
(2)无监督学习:与有监督学习相比,无监督学习的训练集的类标号是未知的,并且要学习的类的个数或集合可能事先不知道。常见的无监督学习算法包括聚类和关联,例如K均值法、Apriori算法。
@@ -28,6 +28,7 @@ AI的开发离不开算法那我们就接下来开始学习算法吧!
Hawkins(1980)给出孤立点(outlier)的定义:孤立点是在数据集中与众不同的数据,使人怀疑这些数据并非随机孤立点,而是产生于完全不同的机制。孤立点可能在聚集运行或者检测的时候被发现,比如一个人的年龄是999,这在对数据库进行检测的时候就会被发现。还有就是outlier可能是本身就固有的,而不是一个错误,比如CEO的工资就比一般员工的工资高出很多。
2.算法原理
+
,把具有极大
值的前个n点作为孤立点。该算法每次处理一个点p,就需要扫描一遍数据库,总共需要扫描N遍(N为数据点数)。
#### 算法应用
+
孤立点分析被广泛地应用于各种行业,如电信和信用卡欺骗(如检查购买金额或购买次数异常等)、贷款审批、药物研究(如用于发现对多种治疗方式的不寻常的反应)、气象预报、金融领域(如检查洗钱等异常行为)、客户分类(如确定极低或极高收入的客户的消费行为)、网络入侵检测等。
#### 相关应用
+
聚类分析、异常监测、异常欺诈、行为异常
#### 优点和缺点
+
优点:应用领域广泛,对异常检测、极端情况的事件发生尤其有用。
缺点:孤立点分析时,有时候得到的结果并不是我们想要的,是数据本身固有的一种属性,如总经理的工资待遇比员工高很多;在时间序列中寻找孤立点时,难度比较大,因为时间序列的数据可能隐藏在趋势、季节性或者其他循环规则变化中。对非整型的数值型数据,孤立点定义及分析需要特殊考虑。
-
From 402430c899c44f7742c04327b154d152c623def4 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Sat, 16 Apr 2022 20:26:01 +0800
Subject: [PATCH 10/68] Update HPD.md
---
assets/src/HPD/HPD.md | 19 ++++++++++++++-----
1 file changed, 14 insertions(+), 5 deletions(-)
diff --git a/assets/src/HPD/HPD.md b/assets/src/HPD/HPD.md
index 7952183e..5df2bb20 100644
--- a/assets/src/HPD/HPD.md
+++ b/assets/src/HPD/HPD.md
@@ -1,7 +1,8 @@
### Deeplearning Algorithms tutorial
+
谷歌的人工智能位于全球前列,在图像识别、语音识别、无人驾驶等技术上都已经落地。而百度实质意义上扛起了国内的人工智能的大旗,覆盖无人驾驶、智能助手、图像识别等许多层面。苹果业已开始全面拥抱机器学习,新产品进军家庭智能音箱并打造工作站级别Mac。另外,腾讯的深度学习平台Mariana已支持了微信语音识别的语音输入法、语音开放平台、长按语音消息转文本等产品,在微信图像识别中开始应用。全球前十大科技公司全部发力人工智能理论研究和应用的实现,虽然入门艰难,但是一旦入门,高手也就在你的不远处!
-AI的开发离不开算法那我们就接下来开始学习算法吧!
+AI的开发离不开算法那我们就接下来开始学习算法吧!
所谓的人工神经网络 (Artificial Neural Network,ANN)简称神经网络(NN),是基于生物学中神经网络的基本原理,在理解和抽象了人脑结构和外界刺激响应机制后,以网络拓扑知识为理论基础,模拟人脑的神经系统对复杂信息的处理机制的一种数学模型,根植于神经科学、数学、思维科学、人工智能、统计学、物理学、计算机科学以及工程科学的一门技术,通常用于解决分类和回归问题。具有并行分布的处理能力、高容错性、智能化和自学习等能力的特征,本质上是一个有大量简单元件相互连接而成的复杂网络,具有高度的非线性,能够进行复杂的逻辑操作和非线性关系实现的系统。
@@ -67,17 +68,25 @@ Hopfield网络按网络输入和输出的数字形式不同可分为离散型和
DHNN结构:它是一种单层全反馈网络,共有n个神经元。每个神经元都通过连接权接收所有其它神经元输出反馈来的信息,其目的是为了让任一神经元的输出能接受所有神经元输出的控制,从而使各神经元能相互制约。
-DHNN的设计原则:吸引子的分布是由网络的权值(包括阀值)决定的,设计吸引子的核心就是如何设计一组合适的权值。为了使所设计的权值满足要求,权值矩阵应符合以下要求:(1)为保证异步方式工作时网络收敛,W应为对称阵;(2)为保证同步方式工作时网络收敛,W应为非负定对称阵;(3)保证给定的样本是网络的吸引子,并且要有一定的吸引域。
+DHNN的设计原则:吸引子的分布是由网络的权值(包括阀值)决定的,设计吸引子的核心就是如何设计一组合适的权值。为了使所设计的权值满足要求,权值矩阵应符合以下要求:
-具体设计时,可以采用不同的方法:(1)联立方程法;(2)外积和法。
+(1)为保证异步方式工作时网络收敛,W应为对称阵;
-CHNN:在连续型Hopfield神经网络中,所有神经元都随时间t并行更新,网络状态随时间连续改变。
+(2)为保证同步方式工作时网络收敛,W应为非负定对称阵;
+
+(3)保证给定的样本是网络的吸引子,并且要有一定的吸引域。
+具体设计时,可以采用不同的方法:
+
+(1)联立方程法;
+
+(2)外积和法。
+
+CHNN:在连续型Hopfield神经网络中,所有神经元都随时间t并行更新,网络状态随时间连续改变。
#### 应用领域
Hopfield是反馈归神经网络,主要应用于联想记忆、聚类以及优化计算等方面。
-
#### 优缺点
Hopfield网络是一种非线性的动力网络,可通过反复的网络动态迭代来求解问题,这是符号逻辑方法所不具有的特性。在求解某些问题时,其求解问题的方法与人类求解问题的方法很相似,虽然所求得的解不是最佳解,但其求解速度快,更符合人们日常解决问题的策略。
From a40859dfc2c23b123b20b988000a0e3e8235c653 Mon Sep 17 00:00:00 2001
From: keke <2536485681li@gmail.com>
Date: Sat, 30 Apr 2022 20:08:29 +0800
Subject: [PATCH 11/68] Update CART.md
---
assets/src/CART/CART.md | 9 ++++++++-
1 file changed, 8 insertions(+), 1 deletion(-)
diff --git a/assets/src/CART/CART.md b/assets/src/CART/CART.md
index 7c750743..e6c6444a 100644
--- a/assets/src/CART/CART.md
+++ b/assets/src/CART/CART.md
@@ -31,19 +31,26 @@ CART算法原理:CART决策树是结构简洁的二叉树,采用一种二分
对于给定样本集合D,其基尼指数的计算为:
+
,D2=D-D1
则在特征A的条件下,集合D的基尼指数计算公式为:
+
From d73d9e29947ff353a8b06d93dd21b33dca9bf25f Mon Sep 17 00:00:00 2001
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