Evaluating unsupervised learning models

    公开(公告)号:US11429889B2

    公开(公告)日:2022-08-30

    申请号:US15595866

    申请日:2017-05-15

    Abstract: Techniques described herein include systems and methods for evaluating an unsupervised machine learning model. In some embodiments, the system identifies item-to-item similarity values based on historical transaction data. The system may also generate collection data for a number of users based on the historical transaction data. Similarity matrices may be created for each pair of users that include rows associated with a first collection and columns associated with a second collection. Each data field in the similarity matrix may indicate an item-to-item similarity value as identified by the system. In some embodiments, a similarity score may be calculated for the user pair based on the item-to-item similarity values included in the similarity matrix. In some embodiments, the system may generate a graphical summary representation of the similarity matrix.

    Curating audio and IR commands through machine learning

    公开(公告)号:US10853032B1

    公开(公告)日:2020-12-01

    申请号:US16289604

    申请日:2019-02-28

    Abstract: Techniques for curating audio and IR commands using machine learning may be provided. For example, the system can receive an audio stream that includes a plurality of audio segments provided by a particular user (e.g., as determined through acoustic fingerprinting) and the system can store the audio stream and/or segments in the user's profile. The system can also store a command associated with the audio segment(s). When a portion of the audio is provided in conjunction with a same command over a threshold number of repetitions, the next time that that audio segment is received, the system may provide the command that corresponds with that audio segment to an output device to cause an operation of the output device.

    Automatic color palette based recommendations for affiliated colors

    公开(公告)号:US10242396B2

    公开(公告)日:2019-03-26

    申请号:US15886721

    申请日:2018-02-01

    Abstract: Systems and methods are provided for generating color-related item recommendations using color palette information. A request may be received from a user for a color-related item recommendation. The request may include an input image and one or more item attributes. Based at least in part on an analysis of the input image to identify affiliated colors to the input image and the one or more item attributes, one or more items corresponding to the affiliated colors and the one or more item attributes are identified. Where there is more than one identified item, a ranking for the identified plurality of items may be generated. Item recommendations comprising at least a portion of the identified plurality of items in accordance with the generated ranking may be provided for presentation on a user device.

    Fast color searching
    7.
    发明授权

    公开(公告)号:US09996579B2

    公开(公告)日:2018-06-12

    申请号:US14315700

    申请日:2014-06-26

    Abstract: Systems and methods are described to quickly search a data store based on one or more n-dimensional colors. The n-dimensional colors in the data store may be converted to interleaved integers and indexed. An n-dimensional color search range may be converted to one or more integer search ranges. A fast color search query may be formulated based on the one or more integer search ranges, and transmitted to the data store for searching. The data store may use the interleaved integer index to quickly compare the integer search ranges to the interleaved integers, and send back one or more colors or object results that matched the desired color range.

    Automatic color palette based recommendations

    公开(公告)号:US09727983B2

    公开(公告)日:2017-08-08

    申请号:US14315855

    申请日:2014-06-26

    CPC classification number: G06T11/001

    Abstract: Systems and methods are provided for generating color-based recommendations using color palette information. An indication may be received that a user is requesting a color-related recommendation, the indication associated with item information and color palette information, the color palette information corresponding to a first color palette. Based at least in part on the item information and the color palette information, one or more items corresponding to the item information and the color palette information are identified. Where there is more than one identified item, a ranking for the identified plurality of items may be generated. Item recommendations comprising at least a portion of the identified plurality of items in accordance with the generated ranking may be provided for presentation on a user device.

    Hue-based color naming for an image

    公开(公告)号:US09633448B1

    公开(公告)日:2017-04-25

    申请号:US14475414

    申请日:2014-09-02

    Abstract: Systems and methods are provided for associating colors or color names with a color image based on hue. A set of hue values can be extracted from color data, such as a color palette, corresponding to a color image. A representative hue can be derived from the set of hue values. Colors included in the color data that are attributable to the representative hue can be identified and one or more colors can be derived therefrom as representative of a subject depicted by the color image. Color names matching the representative colors can be identified and associated with the color image. In particular, a common color name can be determined therefrom and associated with the subject of the color image.

    Automatic image-based recommendations using a color palette
    10.
    发明授权
    Automatic image-based recommendations using a color palette 有权
    使用调色板自动基于图像的建议

    公开(公告)号:US09542704B2

    公开(公告)日:2017-01-10

    申请号:US14316607

    申请日:2014-06-26

    CPC classification number: G06Q30/0623

    Abstract: Systems and methods are described that recommend images, items, and/or metadata based at least in part on a reference color palette or reference color name. A color name can be converted into a representation of the color name in a color space. The reference color can be used to identify images that contain the reference color. The identified images and associated metadata can be analyzed, sorted and provided as an ordered list of items. Systems and methods are also described that identify items that contain colors affiliated with the reference color. Systems and methods are also described that validate color identifier information in metadata associated with an image. Systems and methods are also described that identify non-color specific keywords associated with the reference color.

    Abstract translation: 描述了至少部分地基于参考调色板或参考颜色名称来推荐图像,项目和/或元数据的系统和方法。 颜色名称可以转换为颜色空间中颜色名称的表示。 参考颜色可用于识别包含参考颜色的图像。 识别的图像和相关联的元数据可以作为订单的项目列表进行分析,排序和提供。 还描述了识别包含与参考颜色相关联的颜色的项目的系统和方法。 还描述了验证与图像相关联的元数据中的颜色标识符信息的系统和方法。 还描述了识别与参考颜色相关联的非颜色特定关键词的系统和方法。

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