Abstract: Various embodiments of apparatuses and methods for an automated machine learning pipeline service and an automated machine learning pipeline generator are described. In some embodiments, the service receives a request from a user to generate a machine learning solution, as well as a dataset that comprises values with different user variable types, and mapping of the user variable types to pre-defined types. The generator can validate the dataset, enrich the values of the dataset using external data sources, transform values of the dataset based on the pre-defined types, train a machine learning model using the enriched and transformed values, and compose an executable package, comprising enrichment recipes, transformation recipes, and the trained machine learning model, that generates scores for other data when executed. The service can further test the executable package using testing data, and provide results of the test to the user.

Abstract: A display screen includes a backplane, an array of light-emitting diodes electrically integrated with the backplane, the array of light-emitting diodes configured to emit UV light in a first wavelength range, and a plurality of isolation walls formed on the backplane between adjacent light-emitting diodes of the array of light-emitting diodes with the isolation walls spaced apart from the light-emitting diodes and extending above the light-emitting diodes. The plurality of isolation walls include a core of a first material and a coating covering at least a portion of the core extending above the light-emitting diodes. The coating is an opaque second material having transmittance less than 1% of light in the first wavelength range.

Abstract: Adapters configured to engage with conventional oral inhalers or inhalers with valved-holding chambers for laryngectomized subjects can sealably engage with the mouthpiece of same. The adapter can be configured and sized to slide onto conventional devices. The adapter is configured to enter the opening in the neck of a user a sufficient operative depth to facilitate delivery of the inhalant into the air passage and generally downwardly toward the pulmonary region or lower airway.

Abstract: A system and method that allows an on-line user of a wide area network to remotely author and publish instructional material for musical instruments for the purposes of dissemination to other on-line users. Authors create solo musical passages pertaining to a specific instrument, accompanying musical arrangements and textual annotations which are stored on a remote server. This information is then dynamically published visually as standard music notation or tablature, and can be heard aurally as either digital audio or by using the Musical Instrument Digital Interface (MIDI) standard. The playback of musical examples in this material may be customized, allowing users to change the tempo of the music, to modify the instrument sounds used, or to play subsets of the presented musical examples. Authors can update their music at any time, and since the music is dynamically published, these changes are instantaneously reflected in its published visual and aural forms.

Abstract: Adapters configured to engage with conventional oral inhalers or inhalers with valved-holding chambers for laryngectomized subjects can sealably engage with the mouthpiece of same. The adapter can be configured and sized to slide onto conventional devices. The adapter is configured to enter the opening in the neck of a user a sufficient operative depth to facilitate delivery of the inhalant into the air passage and generally downwardly toward the pulmonary region or lower airway.