PATENT CLAIM ANALYSIS

Application Number: 15908481
Application Type: Utility
Filing Date: 2018-02
Publication Date: 2019-08
Patent Classification: ["725", "088000"]

Abstract:
Implementations disclose methods and systems for providing a media item at an adjusted playback. A method includes receiving, from a first user device, a playback request from a first user for a first media item including one or more portions of media content; determining an adjusted playback for at least one portion of the first media item that is different than a default playback for the at least one portion of the first media item. The determining is based on previous playback behavior of one or more users in relation to one or more media items that each included one or more portions of media content corresponding to the one or more portions media content of the first media item; and causing the at least one portion of the first media item to be rendered on the first user device at the adjusted playback.

Claim (Index 20):
The system of  claim 19 , wherein the processing device is further to train a machine learning model to generate the trained machine learning model, wherein to train the machine learning model, the processing device is to:\n generate training data for the machine learning model, wherein generating the training data comprises:\n generate first training input comprising the previous playback behavior of the one or more users in relation to the one or more media items; \n generate second training input comprising content information associated with the one or more media items; \n generate third training input comprising user information associated with the one or more users; and \n generate a first target output for the first training input, the second training input, and the third training input, wherein the first target output comprises an indication of adjusted playback for one or more portions of the one or more media items; and \n provide the training data to train the machine learning model on (i) a set of training inputs comprising the first training input, the second training input, and the third training input, and (ii) a set of target outputs comprising the first target output.

Metadata:
- Claim Count in Document: 41.0
- Percentile: 88.0
- Lexical Diversity: 2.60345
- Patent Class: 725.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15593448', '15601529', '15229036', '14486016', '14699243']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.4558884698984817
- 35 USC 102 Novelty (BERT): 0.4809502091742379
- Combined Prediction Score: 0.4583946438260574
- Mean Citation Score: 176.76262200000005
- Max Citation Score: 183.8814
- Similarity Product: 131.46619786520006

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 1
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test