mwirth-epo/epo-nmt-datasets huggingface dataset:
β中心角、γ角度(角度差)、
The external screw member as claimed in any one of claims 1 through 3, wherein a pressure side flank of the screw thread having said convex portion is configured such that it is composed of at least two or more flank portions with different flank angles, and that it has one or more points of inflexion which each become a boundary of each of said flank portions.
P1拐点、Q1拐点(内螺纹侧)
5.
P21第一拐点、P22第二拐点、Q2拐点(内螺纹侧)
A external screw member comprising a head, and a shank extending linearly from said head, said shank having a parallel threaded portion and a tapered threaded portion formed in order from said head toward a tip end, a screw thread being continuously formed on said parallel threaded portion and said tapered threaded portion at the same pitch, and said screw thread in said tapered threaded portion being configured in a form in which the height of a crest thereof becomes gradually smaller, wherein a convex portion protruding more radially outward than the crest of said screw thread is formed in at least one of said parallel threaded portion and said tapered threaded portion over said tapered threaded portion and said parallel threaded portion; a screw driving side end face of said convex portion is configured to form an inclined plane which gradually rises from a root position of said end face at the side of the crest of said screw thread toward a crest of said convex portion in a direction opposite to a screw driving direction of said screw thread to reach the crest of said convex portion; and a pressure side flank of the screw thread having said convex portion is configured such that it is composed of at least two or more flank portions with different flank angles, and that it has one or more points of inflexion which each become a boundary of each of said flank portions, and that a flank angle of a root side flank portion adjacent to a first point of inflexion is larger than a flank angle of a flank portion at the side of the crest, with said first point of inflexion located at the side closest to the crest as a border.
θx、θa、θb、θc牙侧角
The external screw member as claimed in claim 5, wherein a second point of inflexion is formed closer to a root side of an external thread than said first point of inflexion, and is formed of an intermediate flank portion having an angle still larger than that of said root side flank portion, and the flank angle of said intermediate flank portion is set to be larger than the flank angle of the root side flank portion, and the flank angle of said root side flank portion is set to be equal to or more than a flank angle of a crest side flank portion.
IN2 第二输入信号
The arrangement or the number of the touch electrodes 102 may be different according to different designs of the touch display panel 10.
M1、M2、M3 薄膜晶体管
The touch display panel 10 includes a plurality of touch signal lines SSL disposed on the substrate 100.
OUT(1)-OUT(N)、OUT(i)、OUT(i-2)、OUT(i+2) 扫描信号
The touch signal lines SSL can substantially extend along the second direction D 2, but not limited thereto.
PD2 第二时段
For example, the touch signal line SSL can extend in a curve fashion or a zigzag fashion along the second direction D 2 in some embodiments.
PX 像素
One of the touch signal lines SSL is electrically connected to one of the touch electrodes 102.
SR(1)-SR(N)、SR(i) 移位寄存器
Accordingly, each of the touch signal lines SSL is electrically connected to a corresponding touch electrode 102 to transmit and/or receive touch related signals.
SSL 触控电极信号线
Each touch signal line SSL is electrically connected to the corresponding touch electrode 102 through a connecting structure 103.
TS 感测信号
For example, one of the touch signal line SSL and one of the touch electrodes 102 can be electrically connected through a plug formed between the touch electrode signal line SSL and the touch electrode 102, but not limited thereto.
TP1、TP2 时段
The touch display panel 10 includes an integrated circuit (IC) 104 disposed in the peripheral region PR and disposed on the substrate 100.
t0-t26 时间点
The touch signal lines SSL are extended from the display region DR to the IC 104 disposed in the peripheral region PR via touch traces 106, and the touch signal lines SSL can be electrically connected to the IC 104.
Vd 显示基准电势
In this embodiment, the IC 104 can include the touch sensing circuit, and the IC 104 disposed on the substrate 100 can be a chip or system on glass (SOG), but not limited thereto.
Vt 感测电势
In some embodiments, the IC 104 can be a chip disposed on the flexible or rigid circuit board which can be further electrically connected to the touch signal lines SSL or other signal lines on the substrate 100.
VL0 基准电势
In this embodiment, the IC 104 can transmit and/or receive touch sensing signals, but not limited thereto.
VL1 第一电势
As shown in FIG. 2, a plurality of scan lines SL and a plurality of data lines DL are disposed on the substrate 100, the scan lines SL can extend along the first direction D 1, and the data lines DL can extend along the second direction D 2, but not limited thereto.
VL2 第二电势
The data lines DL cross the scan lines SL to define a plurality of pixels PX in the display region DR, and the pixels PX may be arranged in the matrix manner for example, but not limited thereto.
VR1 第一参考电势
Each of the pixels PX can emit a light with the corresponding color, thereby enabling the display region DR of the touch display panel 10 to display an image.
VR2 第二参考电势
In this embodiment, each of the touch electrodes 102 in FIG. 1 may be formed by common electrodes of the corresponding pixels PX (or sub-pixels) in FIG. 2, and these common electrodes are electrically connected with each other.
VR3 第三参考电势
Therefore, one of the touch electrodes 102 includes a plurality of common electrodes and corresponds to a plurality of pixels PX.
X(i)、X(1)-X(18)、X(N-17)-X(N) 节点
Accordingly, the touch electrodes 102 in this embodiment can be used as common electrodes during a display period of the touch display panel 10, and can be used to sense the touch position of the user during a touch sensing period of the touch display panel 10, but is not limited thereto.
为使本领域技术人员能更进一步了解本发明，以下特列举本发明的优选实施例，并配合附图详细说明本发明的构成内容及所欲达成的功效。
In this embodiment, the data lines DL extend from the display region DR to the IC 104 disposed in the peripheral region PR through data traces 110, and the data lines DL can be electrically connected to the IC 104.
须注意的是，附图均为简化的示意图，因此，仅显示与本发明有关的组件与组合关系，以对本发明的基本架构或实施方法提供更清楚的描述，而实际的组件与布局可能更为复杂。
In this embodiment, the IC 104 further includes a source driver circuit, but not limited thereto.
另外，为了方便说明，本发明的各附图中所示的组件并非以实际实施的数目、形状、尺寸做等比例绘制，其详细的比例可依照设计的需求进行调整。
In addition, the touch display panel 10 further includes at least one gate driver circuit 108 disposed on the substrate 100 and in the peripheral region PR.
请参考图1和图2，图1为本发明第一实施例的触控显示面板的触控部分的俯视示意图，且图2为本发明第一实施例的触控显示面板的显示部分的俯视示意图。
The gate driver circuit 108 is electrically connected to the IC 104 and can be used to drive the touch display panel 10.
为了使附图更加简化而浅显易懂，图1在显示区DR中省略了部分和图像显示相关的组件，且图2在显示区DR中省略了部分和触控感测相关的组件。
For example, the touch display panel 10 of this embodiment includes two gate driver circuits 108, the gate driver circuits 108 are respectively disposed on two sides of the display region DR in the first direction D 1, and the IC 104 is disposed on one side of the display region DR in the second direction D 2.
本实施例的触控显示面板10以内嵌式液晶触控显示面板为例，但不以此为限。
The numbers and positions of the gate drive circuits 108 and the IC 104 are not limited to the above description.
如图1所示，触控显示面板10的基板100具有一显示区DR以及设置在显示区DR外至少一侧的一周边区PR。
In this embodiment, each of the scan lines SL is electrically connected to at least one gate driver circuit 108.
在本实施例中，周边区PR环绕显示区DR，但不限于此。
As shown in FIG. 2, in two adjacent scan lines SL, one of the scan lines SL can be electrically connected to the gate driver circuit 108 disposed on the left side of the display region DR, and the other one of the scan lines SL can be electrically connected to the gate driver circuit 108 disposed on the right side of the display region DR, but not limited thereto.
基板100可为硬质基板例如玻璃基板、塑料基板、石英基板或蓝宝石基板，也可为例如包含聚亚酰胺材料(polyimide，PI)或聚对苯二甲酸乙二酯材料(polyethyleneterephthalate，PET)的可挠式基板，但不以此为限。
The IC 104 can output data signals to the data lines DL and output control signals to the gate driver circuits 108, but not limited thereto.
基板100的显示区DR中设置有多个触控电极102，且触控电极102彼此互相分离。
In some embodiments, the control signals of the gate driver circuits 108 may be provided by other control chips.
触控电极102可排列为多个列(column)与多个行(row)，且触控电极102可例如是以矩阵方式排列，但不以此为限。
In addition, in this embodiment, the gate driver circuits 108 may be the gate driver on array (GOA) circuit structures, but not limited thereto.
触控电极行可沿一第一方向D1延伸，而触控电极列可沿一第二方向D2延伸，且第一方向D1和第二方向D2不平行。
In some embodiments, the gate driver circuits 108 can be a chip, and the chip can be disposed on the substrate 100 or disposed on the flexible or rigid circuit board which is electrically connected to the connecting pads on the substrate 100, and the connecting pads can be electrically connected to the corresponding scan lines SL.
本实施例的第一方向D1和第二方向D2垂直，但不限于此。
For example, the gate driver circuits 108 can include a plurality of control signal lines (such as clock signal lines, initial signal lines, and ending signal lines).
触控电极102可依触控显示面板10的设计而有不同的排列方式或不同的触控电极102的数量。
The control signal lines can be electrically connected to the IC 104 via traces 112, and the IC 104 can transmit the control signals (such as clock signals, initial signals, and ending signals) to the gate driver circuits 108.
触控显示面板10具有多条触控电极信号线SSL设置在基板100上。
Referring to FIG. 3, it is a schematic diagram illustrating a gate driver circuit according to the first embodiment of the present invention.
触控电极信号线SSL可沿第二方向D2延伸，但不以此为限。
One of the gate driver circuits 108 in FIG. 1 or FIG. 2 is taken as an example, the gate driver circuit 108 includes clock signal lines CL 1-CL 4, an initial signal line IL, an ending signal line EL, a forward input signal line FWL, a backward input signal line BWL, and a first-level shift register SR( 1) to a nth-level shift register SR(N), wherein N is a positive integer greater than or equal to 5, but not limited thereto.
例如，某些实施例中的触控电极信号线SSL可以是弯折或曲折地(zigzag)沿第二方向D2延伸。
The first-level shift register SR( 1) to the nth-level shift register SR(N) in this embodiment may be the gate driver on array (GOA) circuit structure, but not limited thereto.
触控电极信号线SSL的其中一条电连接其中一个触控电极102。
The clock signal lines CL 1 to CL 4 provide clock signals CS 1-CS 4 to the corresponding shift registers SR( 1)-SR(N).
换言之，每一条触控电极信号线SSL电连接对应的一个触控电极102，以传送及/或接收触控相关信号。
Furthermore, N may be a multiple of 4, and the clock signal line CL 1 provides the clock signal CS 1 to the first-level shift register SR( 1), the fifth-level shift register SR( 5)... and the (N−3)th-level shift register SR(N−3), the clock signal line CL 2 provides the clock signal CS 2 to the second-level shift register SR( 2), the sixth-level shift register SR( 6)... and the (N−2)th-level shift register SR(N−2), the clock signal line CL 3 provides the clock signal CS 3 to the third-level shift register SR( 3), the seventh-level shift register SR( 7)... and the (N−1)th-level shift register SR(N−1), and the clock signal line CL 4 provides the clock signal CS 4 to the fourth-level shift register SR( 4), the eighth-level shift register SR( 8)... and the Nth-level shift register SR(N).
每一条触控电极信号线SSL通过连接结构103和对应的一个触控电极102电连接。
In addition, each of the shift registers receives a forward input signal FW and a backward input signal BW.
举例来说，触控电极信号线SSL与触控电极102可通过位在触控电极信号线SSL与触控电极102之间的插塞形成电连接，但不限于此。
For example, the forward input signal line FWL and the backward signal line BWL respectively provide the forward input signal FW and the backward input signal BW to the first-level shift register SR( 1) to the Nth-level shift register SR(N).
触控显示面板10在周边区PR内包括一集成电路(integrated circuit，IC)104设置在基板100上。
The initial signal line IL provides an initial signal IS to the first-level shift register SR( 1) and the second-level shift register SR( 2), and the ending signal line EL provides an ending signal ES to the (N−1)th-level shift register SR(N−1) and the Nth-level shift register SR(N).
触控电极信号线SSL从显示区DR通过触控走线106延伸至位在周边区PR中的集成电路104，使得触控电极信号线SSL和集成电路104电连接。
The clock signal lines CL 1-CL 4, the initial signal line IL, the ending signal line EL, the forward input signal line FWL, and the backward input signal line BWL may be coupled to one or more than one chip.
在本实施例中，集成电路104可包括触控感测电路，且集成电路104可以芯片的形式或是SOG(System on Glass)的方式设置在基板100上，但不以此为限。
That is, the clock signals CS 1-CS 4, the initial signal IS, the ending signal ES, the forward input signal FW, and the backward input signal BW may be provided by this one or more than one chip, such as a driving chip and/or a timing control chips and so on, but not limited thereto.
在某些实施例中，集成电路104可以芯片的形式设置在可挠式或硬式电路板后再电连接至基板100上的触控电极信号线SSL或其他信号线。
In addition, the first-level shift register SR( 1) to the Nth-level shift register SR(N) respectively produce a first-level scan signal OUT( 1) to a Nth-level scan signal OUT(N), and the scan signals OUT( 1)-OUT(N) may be respectively output to the corresponding scan lines SL, and the pixels PX electrically connected to the shift registers are driven through the scan lines SL.
在本实施例中，集成电路104传送及/或接收触控感测信号，但不以此为限。
The first-level scan signal OUT( 1) and the second-level scan signal OUT( 2) are respectively input to the third-level shift register SR( 3) and the fourth-level shift register SR( 4), the (N−1)th-level scan signal OUT(N−1) and the Nth-level scan signal OUT(N) are respectively input to the (N−3)th-level shift register SR(N−3) and the (N−2)th-level shift register SR(N−2), and each of the scan signals from the third-level scan signal OUT( 3) to the (N−2)th-level scan signal OUT(N) is input to the shift register that is two levels greater than or two levels less than its own level.
如图2所示，基板100上设有多条扫描线SL和多条数据线DL，扫描线SL可沿第一方向D1延伸，数据线DL可沿第二方向D2延伸，但不以此为限。
For example, the third-level scan signal OUT( 3) is input to the first-level shift register SR( 1) and the fifth-level shift register SR( 5).
机器学习用数据收集系统以及机器学习用数据收集方法
BACKGROUND OF THE INVENTION
本发明涉及在机器学习中所需的教师或测试数据的收集系统以及收集方法。
The disclosure relates to a collection system and a collecting method for teacher data or test data necessary for machine learning.
作为机器学习技术之一，作为受理被设为判别对象的数据的输入、并判定该数据的内容的类别(标签)并输出的方法，存在附加有教师的学习技术。
As one of the machine learning techniques, there is a supervised learning technique as a method that accepts an input of data as a determination target, and determines and outputs a type (a label) of a content of the data.
在该技术中，预先准备相当数量的使数据与该数据的标签成对的数据作为教师数据，针对与数据对应的标签，以输出模型的方式进行学习。
In the technique, a considerable number of pairs of data and its label are preliminarily prepared as teacher data, and learning is performed such that a model outputs labels that correspond to the data.
因此，在未正确地赋予与数据成对的标签的情况下，会学习到进行错误判定的模型，所得到的模型的判定性能较低。
Accordingly, when the label that pairs with the data is not accurately assigned, a model that makes an erroneous determination is learned, and therefore, the model to be obtained has a low determination performance.
另一方面，虽然还存在不需要教师数据的无教师学习技术，但是为了在性能评价时判断是正确答案/不正确答案，希望存在赋予了正确的标签的评价用测试数据。
While on the other hand, there is an unsupervised learning technique that does not need the teacher data, it is preferred that there be test data for evaluation to which a correct label is assigned in order to determine correctness during the performance evaluation.
在机器学习中，为了模型学习需要大量数据。
In the machine learning, many pieces of data are necessary in order to learn models.
在对数据赋予标签时，理想情况下是希望在将判断基准统一的基础上，由熟练者仔细斟酌来判断所赋予的标签。
When a label is assigned to data, it is ideally preferred that a person of experience carefully scrutinizes and determines a label to be assigned after determination criteria are standardized.
然而，由于现实中资源有限，因此存在以模糊的状态赋予标签、或者由非熟练者来赋予标签等情况，从而无法完全防止贴错标签(混入不正确的标签)。
However, in reality, since a resource is limited, it is impossible to completely eliminate an assignment failure of label (mixing in of inaccurate label) caused by, for example, cases where a label is assigned in an uncertain state and where a person without experience assigns a label.
由此，如何实现不正当的教师数据的混入的检查成为一个大课题。
Accordingly, it is a large task how to achieve a check for mixing in incorrect teacher data.
此外，收集数据这一事项本身也要花费工夫，需要很多人来收集大量数据，因此，如何获得很多合作者也是一个课题。
Collecting data itself also requires a labor, and it needs a lot of manpower in order to collect a large amount of data.
如上所述，为了制作判定性能优异的学习模型，大量且优质的教师数据也是不可缺少的，双方的兼顾很重要。
As described above, in creating a learning model high in determination performance, a large amount of teacher data and high-quality teacher data are indispensable, and it is important to obtain both of them at the same time.
作为减轻质量差的教师数据对学习模型产生的影响的技术，存在专利文献1。
Japanese Patent No. 6231944 discloses a technique to reduce an effect of low-quality teacher data (to which an inappropriate label is assigned) on a learning model.
这里，公开了如下技术：针对作为教师数据的供给源的每个用户制作模型，此外，将各用户的特征的差异指标化，以降低具有与其他用户不同的特征的用户的贡献率的方式进行学习，从而降低质量差(被赋予了不适当的标签)的教师数据的影响。
In the technique, the effect is reduced by making a model for each user as a supplier of teacher data, and indexing differences between features of the respective users to perform learning so as to decrease a contribution rate of a user having a different feature from the other users.
同样，作为降低可靠性较低的标签的影响的技术，公开了专利文献2的技术。
Similarly, a technique in JP-A-2009-282686 discloses a technique that reduces an effect of a label of low reliability.
在本技术中，事先选择出可靠的教师数据并对除此以外的数据根据其与可靠的数据的差异以及标签的一致性来设定可靠度，由此防止了学习精度的恶化。
For data other than the reliable teacher data, a degree of reliability is set based on a difference from the reliable data and a consistency of a label with the reliable data to prevent learning accuracy from deteriorating.
但是，通过机器学习制作的学习模型的内容多为黑盒，在提供了多个学习模型的情况下，作为模型利用者，有时难以判断自己应利用哪个模型。
The learning model created in the machine learning often has its content black boxed, and when a plurality of learning models are provided, a model user may find it hard to determine which model should be used for himself/herself.
因此，在专利文献3中，公开了在系统中预先保存多个学习模型，根据基于各诊断模型的预测量和实际量的差来选择最佳的学习模型的技术。
Therefore, Japanese Patent No. 4339769 discloses a technique in which a system stores a plurality of learning models, and an optimum learning model is selected based on a difference between a prediction amount and an actual amount by each diagnostic model.
即，是一种对预测量与实际量的差进行评价以选择适当的模型的技术。
In other words, it is a technique that evaluates the difference between the prediction amount and the actual amount in order to select an appropriate model.
此外，在专利文献4中公开了一种警报预测技术，根据示出机械装置的故障等的来自用户的事件信息(数据)，由预测模型制作部制作预测模型，由预测模型评价部计算并评价该预测模型的预测遗漏率以及误预测率，使显示控制部显示评价的信息以向用户通知预测模型的精度。
A prediction model generating unit makes a prediction model from event information (data) from a user that indicates a failure of a machine unit or the like.
专利文献1：日本特许第6231944号公报
A prediction model evaluating unit calculates and evaluates a prediction omission rate and an erroneous prediction rate of the prediction model.
专利文献2：日本特开2009-282686号公报
A display control unit displays the evaluated information.
专利文献3：日本特许第4339769号公报
Thus, the user is notified of an accuracy of a prediction model.
专利文献4：日本特许第6358401号公报
With the technique according to Japanese Patent No. 6231944, it is possible to reduce an effect of a user who makes more errors in assigning labels than the others, such as a user with less experience.
根据专利文献1的技术，虽然能够降低熟练度低的用户等贴错标签这样的相对而言较多的用户影响，但是标签赋予错误是偶发地产生的，无法防止熟练者偶尔发生的贴错的混入。
However, label assigning errors made by a person of experience incidentally occur in some rare cases, and the assigning errors are possibly mixed in.
在专利文献2的技术中，虽然根据数据的倾向进行了教师数据的加权，但即使是乍一看类似的数据倾向，也存在标签赋予者根据自身的经验反而赋予了不同的标签的情况，在本技术的方法中，在那样的情况下，会进行与标签赋予者的意图不同的学习。
With the technique according to JP-A-2009-282686, while the teacher data is weighted by a tendency of the data, there also is a case where, even a data tendency seems to have a similarity, a label assignor assigns a different label on purpose from his/her experience.
在专利文献3的技术的情况下，当对被比较的实际数据赋予了不适当的标签时，无法正确地评价模型性能。
In the case of the technique in Japanese Patent No. 4339769, when an inappropriate label is assigned to actual data to be compared, a model performance cannot be accurately evaluated.
在专利文献4的技术的情况下，虽然能够进行预测模型的评价，但从用户发送的数据被符号化而仅被用于事件列的提取，因此存在质量差的数据混入教师或测试数据中而使得用户无法选择适当的预测模型的担忧。
In the case of the technique in Japanese Patent No. 6358401, while an evaluation of the prediction model is possible, data transmitted from a user is limited to encoding and usage for extracting an event row.
因此，本发明的课题是提供机器学习数据收集系统以及收集方法，能够在机器学习中使用的教师或测试数据的收集中，防止被赋予了不适当的标签的质量差的数据的混入，并且能够大量高效地收集优质的数据。
In order to achieve the above-described object, a data collection system for machine learning according to a first aspect of the disclosure is provided for collecting teacher data or test data of a classification model that classifies a class by machine learning.
即，不仅会排除不良的数据，还通过构建容易收集优质的数据的环境来解决上述课题。
The data collection system includes a classification model storing unit, a model delivery unit, a classification result storing unit, an optimum model recommendation unit, and a teacher data recording unit.
为了实现上述目的，第1方面的发明是一种机器学习用数据收集系统，其收集通过机器学习进行分类(class classification)的分类模型的教师数据或测试数据，其特征在于，所述机器学习用数据收集系统具备：分类模型保存单元，其配置有多个学习完毕分类模型，该多个学习完毕分类模型在用户环境中使用；模型发送单元，其向所述用户环境发送所述分类模型；分类结果保存单元，其针对所述分类模型保存单元中的各个所述分类模型，将从所述用户环境发送的带标签的数据作为各个所述分类模型的输入而进行分类，并保存分类结果，该分类结果包含每个输入数据的分类正确与否的结果和正确率中的至少一方；最佳模型推荐单元，其根据每个所述分类模型的分类结果，提供适合于所述输入数据的分类模型；以及教师数据记录单元，其将所述输入数据记作所述分类模型的教师数据或测试数据。
The classification result storing unit classifies each of the classification models on the classification model storing unit using data with a label transmitted from the user environment as an input.
第2方面的发明的特征在于，在第1方面的结构的基础上，所述机器学习用数据收集系统具备推荐模型采用有无判定单元，该推荐模型采用有无判定单元检测所述最佳模型推荐单元所提示的所述分类模型是否已在所述用户环境中被采用，在所述推荐模型采用有无判定单元中判定为所述最佳模型推荐单元所提示的分类模型已被采用的情况下，将所述输入数据记录到所述教师数据记录单元中。
In the disclosure according to a second aspect of the disclosure, which is in the first aspect of the disclosure, the data collection system for machine learning further includes a recommendation model employment presence determining unit that detects whether the classification model presented by the optimum model recommendation unit is employed or not in the user environment.
第3方面的发明的特征在于，在第1或第2方面的发明的结构的基础上，所述分类结果保存单元保存每个所述输入数据的分类正确与否的结果作为分类结果，另一方面，所述机器学习用数据收集系统具备：分类结果显示单元，其向用户提示所述分类是否正确；以及标签修正单元，其对所述输入数据的标签进行修正，所述机器学习用数据收集系统将反映了所述标签修正单元的修正结果的输入数据记录到所述教师数据记录单元中。
In the disclosure according to a third aspect of the disclosure, which is in the first or second aspect of the disclosure, while the classification result storing unit stores classification correctness for each of the input data as a classification result, the data collection system further includes a classification result display unit and a label correction unit.
为了实现上述目的，第4方面的发明是一种机器学习用数据收集方法，收集通过机器学习进行分类的分类模型的教师数据或测试数据，其特征在于，执行如下步骤：数据分类步骤，针对所存储的多个学习完毕分类模型，将从用户环境发送的带标签的数据作为该多个学习完毕分类模型的输入数据而分别进行分类；最佳模型推荐步骤，根据每个所述分类模型的分类结果，提示适合于所述输入数据的分类模型；以及教师数据记录步骤，在该教师数据记录步骤中，将所述输入数据记作所述分类模型的教师数据或测试数据。
In order to achieve the above-described object, a data collecting method for machine learning according to a fourth aspect of the disclosure is provided for collecting teacher data or test data of a classification model that classifies a class by machine learning.
根据本发明，在机器学习中使用的教师数据或测试数据的收集中，能够防止被赋予了不适当的标签的质量差的数据的混入，并且能够大量且高效地收集优质的数据。
With the disclosure, in collecting the teacher data or the test data used for machine learning, a large amount of high-quality data can be efficiently collected while reducing the likelihood that low-quality data, to which an inappropriate label is assigned, is mixed in.
由于对于通过机器学习制作出的学习模型，用户是难以判断应该利用哪个模型的，因此，为了恰当地选择出适合自身的用途的模型，用户具有利用推荐模型的系统的动机。
The learning model made in the machine learning is hard for the user to determine which model should be used.
为了使该系统反馈可靠的结果，需要恰当的输入数据，因此，在使用系统时，期待用户自己在事先斟酌了数据以及所赋予的标签的基础上上传数据。
Therefore, when using the system, the user is expected to upload data after scrutinizing the data and an assigned label in advance.