CLASSIFICATION OF JOB TITLES VIA MACHINE LEARNING

    公开(公告)号:US20200210957A1

    公开(公告)日:2020-07-02

    申请号:US16383019

    申请日:2019-04-12

    IPC分类号: G06Q10/10 G06N3/08

    摘要: Method and apparatus are disclosed for classification of job titles via machine learning. An example system includes memory configured to store a convolutional neural network (CNN). The CNN includes a character-title partial-CNN, a word-title partial-CNN, a description CNN, and at least one fully-connected layer. The example system also includes one or more processors configured to apply the character-title partial-CNN to a title to generate a character-level feature, apply the word-title partial-CNN to the title to generate a first word-level feature, and apply the description partial-CNN to a description to generate a second word-level feature. The one or more processors are configured to generate a posting feature by concatenating the character-level feature, the first word-level feature, and the second word-level feature. The one or more processors are configured to determine a numeric representation of a classification for the title by applying the at least one fully-connected layer to the posting feature.

    LOCATION-BASED AUGMENTED REALITY FOR JOB SEEKERS

    公开(公告)号:US20200065771A1

    公开(公告)日:2020-02-27

    申请号:US16546791

    申请日:2019-08-21

    摘要: Methods and apparatus are disclosed for location-based augmented reality for job seekers. An example system includes a mobile device and a remote server. The mobile device includes a camera to collect video and a processor configured to execute an employment app to generate, in real-time, a computer-generated layer that includes a balloon for each of the employment locations. The processor also is configured to execute the employment app to generate, in real-time, an augmented reality interface by overlaying the computer-generated layer onto the video. A display location and a display size for each of the balloons indicate the employment locations to the employment candidate. The mobile device includes a display to display the augmented reality interface. The remote server is configured to identify up to the predetermined number of the employment locations. Each of the employment locations corresponds with one or more employment postings.

    AUTOMATED RESUME AND JOB POSTING CREATION WITH LIMITED USER-GENERATED INFORMATION

    公开(公告)号:US20200051033A1

    公开(公告)日:2020-02-13

    申请号:US16534335

    申请日:2019-08-07

    IPC分类号: G06Q10/10 G06F17/24

    摘要: Method and apparatus are disclosed for automated resume and job posting creation with limited user-generated information. An example automated system includes a database and processor(s). The processor(s) are configured to obtain employment information for previous positions of a candidate via an employment app. For each of the previous positions, the processor(s) are configured to present a position interface; collect an employer name, a position title, a location, and a period of employment via the position interface; present a responsibilities interface that includes suggested responsibilities for the previous position; and collect, via the responsibilities interface, one or more selected responsibilities. The processor(s) are configured to retrieve, for each of the previous positions, the suggested responsibilities from the database based on the employer name, the position title, the location, and the period of employment. The processor(s) are configured to create a resume utilizing the one or more selected responsibilities.