Abstract: In various examples, direct and indirect feedback is obtained and used to update a machine learning model. For example, feedback indicating interactions with the machine learning model are obtained from various entities. Continuing this example, the feedback is used to determine a set of scores associated with a particular response generated by the machine learning model. In various embodiments, the set of scores includes a response score, a multi-turn score, and a session score. Furthermore, the set of scores, in this examples, are combined to generate a single score associated with the response that is then used to update the machine learning model.

Abstract: Artificial intelligence techniques for query management are described. A method comprises generating, by a context detection module, context information for a first query comprising natural language information to request a result from one of a plurality of machine learning models, modifying, by a query modification module, the first query based the context information to form a first modified query, determining, by an intent module, an intent type for the first modified query, selecting, by a routing module, a machine learning model from the plurality of machine learning models based on the intent type, and routing, by the routing module, the first modified query to the selected machine learning model. Other embodiments are described and claimed.

Abstract: Artificial intelligence techniques for query management are described. A method comprises generating, by a context detection module, context information for a first query comprising natural language information to request a result from one of a plurality of machine learning models, modifying, by a query modification module, the first query based the context information to form a first modified query, determining, by an intent module, an intent type for the first modified query, selecting, by a routing module, a machine learning model from the plurality of machine learning models based on the intent type, and routing, by the routing module, the first modified query to the selected machine learning model. Other embodiments are described and claimed.

Abstract: The present disclosure relates to systems, methods, and non-transitory computer-readable media that generates a digital data visualization from data of an analytics database. In particular, in some embodiments, the disclosed systems receive a digital text prompt that includes a target digital data visualization description. Furthermore, in some embodiments the disclosed systems generate visualization token predictions from the digital text prompt utilizing a language machine learning model. Moreover, in some embodiments the disclosed systems modify the visualization token predictions to generate refined visualization tokens and generates the digital data visualization based on the refined visualization tokens.

Abstract: Various embodiments of the present technology may provide methods and apparatus for controlling an atomizer. The methods and apparatus for controlling an atomizer may be integrated within an electronic device. An embodiment of the system may include a control circuit responsive to an input signal from a sensor. The control circuit may be configured to determine a temperature event according to the input signal and a criteria. The control circuit may be further configured to generate an output signal according to the temperature event.

Abstract: A method for increasing a flow rate of a vaporizable liquid in a cartridge including varying the diameter of the airflow path of the cartridge to form a least a first pressure and a second pressure. The airflow path may include a first section having a first diameter, a second section having a second diameter, and a third section having a third diameter. The cartridge may further include a heating element coupled to an interior surface of the body portion and located at the second section.

Abstract: A vape cartridge assembly according to various aspects of the subject technology may include a cartridge and an adapter. The cartridge may include a magnetic base configured to releasably and magnetically couple the cartridge to a closed system vape device. The adapter may be configured to releasably and magnetically couple the cartridge to an open system vape device.

Abstract: Various embodiments of the present technology may provide methods and apparatus for controlling an atomizer. The methods and apparatus for controlling an atomizer may be integrated within an electronic device. An embodiment of the system may include a control circuit responsive to an input signal from a sensor. The control circuit may be configured to determine a temperature event according to the input signal and a criteria. The control circuit may be further configured to generate an output signal according to the temperature event.

Abstract: The disclosed cartridge for use in a vaporizer device may include a housing and a porous body comprising a first surface and a second surface opposite the first surface, wherein the porous body is configured to wick a vaporizable filtrate. The cartridge may also include a reservoir in fluid communication with the porous body and configured to hold a vaporizable liquid. In addition, the cartridge may include a filter disposed between the porous body and the reservoir and configured to filter the vaporizable liquid to form the vaporizable filtrate. The cartridge may further include a heating element and an airflow path. The heating elemnet may be positioned immediately adjacent to the second surface and configured to apply heat to the porous body and the airflow path may be configured to draw vapor from the porous body.

Abstract: Various embodiments of the present technology may provide a method of manufacturing a vaporizable tablet for use in an atomizer of a vaporizer device. The method may include grinding a vaporizable material and treating the ground vaporizable material with a mixture comprising an aerosol forming agent and at least one binding agent. The method may also include conditioning or thermally treating the vaporizable material in a sealed enclosure or open environment for a time period. The method may further include forming the tablet utilizing the treated, conditioned vaporizable material.

Abstract: A cap assembly for use with an atomizer of a vaporizer device according to various aspects of the present technology may include a cap and a force-applying assembly. The cap may be detachably coupled to the vaporizer device or the atomizer, wherein the cap releasably engages a reservoir of the atomizer and seals a vaporizable consumable contained therein. The force-applying assembly may be configured to be inserted into the reservoir when the cap is coupled to the vaporizer device or the atomizer and apply a force to the vaporizable consumable to continuously move the consumable towards a heating element of the vaporizer device.

Abstract: Various embodiments of the subject technology may provide methods and apparatus for pretreating an atomizer. The methods and apparatus for pretreating the atomizer may include applying an aerosol-forming mixture to the atomizer during a first time period. The methods and apparatus for pretreating the atomizer may further include applying a terpene mixture to the atomizer during a second time period.

Abstract: An atomizer for use with a vaporizer device according to various aspects of the subject technology may comprise a chamber, a reservoir, a heating element, and a pump. The chamber may be configured to hold a vaporizable material, the reservoir may be configured to hold an aerosol-forming mixture, and the heating element may be capable of applying heat to the chamber. The pump may be in communication with the chamber and the reservoir. The pump may be configured to dispense the aerosol-forming mixture from the reservoir to the chamber in response to being enabled.

Abstract: Methods and apparatus for a vaporizer device according to various aspects of the subject technology may include an atomizer and a control circuit. The atomizer may include a plurality of chambers including a first chamber and a second chamber. The atomizer may also include a plurality of heating elements including a first heating element and a second heating element. The first heating element may be configured to apply heat to the first chamber in response to being enabled, and the second heating element may be configured to apply heat to the second chamber in response to being enabled. The control circuit may be configured to sequentially enable the plurality of heating elements.

Abstract: Various embodiments of the subject technology may provide methods and apparatus for using a cartridge to vaporize a vaporizable liquid. The methods and apparatus for using the cartridge to vaporize the vaporizable liquid may include drawing air into an airflow path of the cartridge. The methods and apparatus for using the cartridge to vaporize the vaporizable liquid may also include vaporizing a first portion of the vaporizable liquid by conductively heating the first portion as the air is drawn into the airflow path. The methods and apparatus for using the cartridge to vaporize the vaporizable liquid may further include vaporizing a second portion of the vaporizable liquid by convectively heating the second portion as the air flows along the airflow path.

Abstract: A vape cartridge assembly according to various aspects of the subject technology may include a cartridge and an adapter. The cartridge may include a magnetic base configured to releasably and magnetically couple the cartridge to a closed system vape device. The adapter may be configured to releasably and magnetically couple the cartridge to an open system vape device.

Abstract: A cartridge for use with a vaporizer device according to various embodiments of the subject technology may include a body portion comprising an airflow path. The airflow path may include a first section having a first diameter, a second section having a second diameter, and a third section having a third diameter. The cartridge may further include a heating element coupled to an interior surface of the body portion and located at the second section.

Abstract: Various embodiments of the present technology may provide methods and apparatus for increasing a flow rate of a vaporizable liquid in a cartridge. The methods and apparatus for increasing the flow rate may include drawing air into an airflow path of the cartridge. The methods and apparatus for increasing the flow rate may also include diverting the air around a porous body disposed within the airflow path to form a stagnation pressure adjacent a first end of the porous body. The methods and apparatus for increasing the flow rate may further include increasing the flow rate in response to forming the stagnation pressure.

Abstract: Various embodiments of the present technology may provide a method of manufacturing a vaporizable product for use in an atomizer. The method may include grinding a vaporizable material and generating a paste utilizing the ground vaporizable material. The method may further include extruding the paste to form the vaporizable product.

Abstract: This disclosure relates to methods, non-transitory computer readable media, and systems that provide an attribution user interface that integrates attribution models as native components within the interface to configure analytics visualizations. By integrating attribution models and corresponding functions as native components of a user interface, the disclosed methods, non-transitory computer readable media, and systems can implement attribution models as parameters of attribution distributions or of any attribution visualizations, where the attribution models function as event categories. For instance, the disclosed methods, non-transitory computer readable media, and systems can provide analytics tools to generate visualizations of different attribution distributions of events across dimension values (or other visualizations) based on different attribution models.