Abstract: Recommending machine learning models is provided. The method comprises training machine learning models, wherein each machine learning model is trained with a unique respective dataset. Metadata associated with each machine learning model is extracted, wherein the metadata includes properties of the respective dataset used to train the machine learning model. The machine learning models and metadata are stored in a model catalog. Upon receiving a new dataset, similarity scores are calculated between the new dataset and the machine learning models in the model catalog according to the properties of the datasets in the metadata of the machine learning models. A closest match machine learning model is identified from the model catalog for the new dataset according to similarity score. Responsive to a determination that the closest match machine learning model exceeds a similarity threshold, predictions for the new dataset are generated with the closest match machine learning model.

Abstract: A system and method are used to record and present a training video for a software component. The method displays the video recording. The video recording comprises: a display element of the software component, and first recorder activity data (FRAD) of recorder user interface (UI) input activity data (RUIIAD) at a FRAD time with video frame data of the video recording. The method further comprises receiving, during the displaying, viewer UI actions from a UI of the viewing device and converting them to viewer UI input activity data based on viewer interactions with the display element of the software component. Then, first viewer activity data (FVAD) is determined at a FVAD time of the video frame that corresponds to the FRAD, where the FRAD time and the FVAD time differ. Responsive to the determining, the method moves the video recording from the FVAD time to the FRAD time.

Abstract: Compositions and methods are provided for genome modification of a nucleotide sequence located in or near a male fertility gene of MS9, MS22, MS26, or MS45 in the genome of a plant cell or plant to produce a male-sterile plant. In some examples, the methods and compositions employ a guide RNA/Cas endonuclease system for modifying or altering target sites located in or near a male fertility gene of MS9, MS22, MS26, or MS45 in the genome of a plant cell, plant or seed to produce a male-sterile plant. Also provided are compositions and methods employing a guide polynucleotide/Cas endonuclease system for genome modification a nucleotide sequence located in or near a male fertility gene of MS9, MS22, MS26, or MS45 in the genome of a plant cell to produce a male-sterile plant. Compositions and methods are also provided for restoring fertility to a Ms9, Ms22, Ms26, or Ms45 nucleotide sequence to a male-sterile Ms9, Ms22, Ms26, or Ms45 plant produced using the methods and compositions described herein.

Abstract: Compositions and methods are capable of modulating male fertility in a plant. Compositions comprise polynucleotides and polypeptides, and fragments and variants thereof, which modulate male fertility. Expression cassettes comprise a male-fertility polynucleotide, or fragment or variant thereof, operably linked to a promoter, wherein expression of the polynucleotide modulates the male fertility of a plant. Regulatory sequences drive expression in a male-tissue-preferred manner and may be targets to downregulate an operably-linked gene. Mutations that induce nuclear recessive male sterility in subsequent selfing and crossing of wheat lines containing the mutations may be tracked. Male-sterile plants may be maintained by crossing with a maintainer plant. Hybrids can be produced using the male-sterile plants.

Abstract: Assigning wireless resources to a device based on usage context and predicting future demand for wireless resources. Connections to available wireless resources are made according to usage context and managed according to predicted future resource needs. An artificial intelligence prediction module and a supervised learning engine establish a proposed wireless resource usage plan. The available wireless resources are evaluated with reference to the usage plan and connections are made according to the evaluations.

Abstract: A method, computer program, and computer system are provided for data facet generation. Data associated with a dataset is received. The received data includes one or more data entries having one or more elements. The one or more elements are associated with one or more data types. One or more data facets are generated for each of the data entries with the received data based on the associated data type. One or more transformations are generated for the data facet corresponding to a machine learning task associated with the dataset. A recommendation is provided to a user based on the generated transformation. The provided recommendation includes generated computer code corresponding to an optimal transformation associated with the machine learning task.

Abstract: A method for providing personalized reading assistance using visual modifications. The method includes forecasting a complexity of a text corpus for a user. The text corpus includes a plurality of words. Visual modifications may be provided to at least some words of the plurality of words in the text corpus based on the forecast complexity of the text corpus for the user.

Abstract: In an approach to improve knowledge content query generation, embodiments identify one or more drift points based on implicit user feedback-based assessment and a user experience to generate one or more knowledge content queries of different complexity from a multi-media file. Further, embodiments adjust a threshold for the one or more drift points to generate different variations of the one or more knowledge content queries and perform iterative refinement on the one or more knowledge queries based on one or more previous iteration evaluations. Additionally, embodiments generate the one or more knowledge content queries in different modalities based on the multi-media file and the threshold for the one or more drift points.

Abstract: A system and method for identifying a user is described. The system identifies collaboration metrics based on user interaction data of users of an application from an enterprise. The system accesses enterprise organizational data of the enterprise and identifies topic data from the user interaction data and the enterprise organizational data. The system trains a machine learning model based on the collaboration metrics, the enterprise organizational data, and the topic data.

Abstract: Compositions and methods are capable of modulating male fertility in a plant. Compositions comprise polynucleotides and polypeptides, and fragments and variants thereof, which modulate male fertility. Expression cassettes comprise a male-fertility polynucleotide, or fragment or variant thereof, operably linked to a promoter, wherein expression of the polynucleotide modulates the male fertility of a plant. Regulatory sequences drive expression in a male-tissue-preferred manner and may be targets to downregulate an operably-linked gene. Mutations that induce nuclear recessive male sterility in subsequent selfing and crossing of wheat lines containing the mutations may be tracked. Male-sterile plants may be maintained by crossing with a maintainer plant. Hybrids can be produced using the male-sterile plants.

Abstract: A system may include a memory and a processor in communication with the memory. The processor may be configured to perform operations. The operations may include extracting a first multiple dimensional dataset and a second multiple dimensional dataset and encoding the first multiple dimensional dataset into a first encoded dataset and the second multiple dimensional dataset into a second encoded dataset. The operations may include combining the first encoded dataset and the second encoded dataset into a combined encoded dataset and conveying the combined encoded dataset to a user.

Abstract: An object is to provide an electrolyte having stretchability and flexibility and capable of preventing a decrease in durability of the electrolyte, a secondary cell, and a composite material. The object can be implemented with an electrolyte containing: a polymer obtained by polymerizing a monomer represented by the following Formula (1) (In Formula (1), R1 and R2 each independently represent H or a linear, branched, or cyclic alkyl group having 1 to 20 carbon atoms. X1 and X2 each independently represent O or NH. When X2 is O, n represents an integer of 0 to 30 on average, and when X2 is NH, n represents an integer of 1 to 30 on average.); a glyme represented by the following Formula (2) (In Formula (2), R3 and R4 each independently represent an alkyl group having 1 to 4 carbon atoms, and m represents an integer of 1 to 4.); and at least one salt selected from the group consisting of a lithium salt, a sodium salt, a magnesium salt, a potassium salt, and a calcium salt.

Abstract: Generating a composite screenshot including contextually relevant screenshots and displayed information. The composite screenshot includes one or more screenshots captured from a display screen of a requesting user. Contextual relevance is determined according to collected user communications data such as IoT interactions, social media posts, and chat session transcripts.

Abstract: A system and method for identifying a user is described. The system identifies collaboration metrics based on user interaction data of users of an application from an enterprise. The system accesses enterprise organizational data of the enterprise and identifies topic data from the user interaction data and the enterprise organizational data. The system trains a machine learning model based on the collaboration metrics, the enterprise organizational data, and the topic data.

Abstract: Compositions and methods are provided for screening wheat seed for sorting and selection. Compositions comprise polynucleotides and polypeptides, and fragments and variants thereof, which encode and express a screenable color marker in seeds. Expression cassettes comprise a plant-derived polynucleotide, or fragment or variant thereof, operably linked to a promoter, wherein expression of the polynucleotide modulates the color, opacity, fluorescence, or other property of the seed. The plant-derived marker can be used in a male-sterile production system of hybrid wheat seed. Methods for maintaining a line of male-sterile plants and for restoring male fertility in a male-sterile plant, comprising a screenable color marker are provided.

Abstract: A method, system, and computer program product for simulating potential consequences and possible solutions due to a release of stored energy using augmented reality. The method may include aggregating IoT feeds from devices in a surrounding area. The method may also include calculating amounts of stored energy in the surrounding area based on the IoT feeds. The method may also include predicting contextual situations that could result due to a release of the stored energy in the surrounding area. The method may also include determining one or more consequences for each of the contextual situations. The method may also include calculating a degree of severity of the one or more consequences for each contextual situation. The method may also include determining one or more proposed solutions based on the degree of severity. The method may also include transmitting a recommendation of at least one proposed solution for implementation.

Abstract: A system for manipulating a 3D object for a computing device is provided. A computer device identifies one or more sensors worn by a user, wherein the one or more sensors track the user's hand and finger movements. The computing device monitors during production of a three dimensional (3D) object, the one or more sensors for modification to a holographic projection representing the 3D object, wherein the user's hand and finger movements modify the holographic projection representing the 3D object. A computing device identifies a modification to the 3D object represented by the holographic projection. A computing device generates a modification request based, at least in part, on the identified modification. The computing device updates production of the 3D object, based, at least in part, on the modification request.

Abstract: Mechanisms are provided for automatically generating a user interactable what-is-new feature for an updated application. The mechanisms obtain footprint data from electronic documents generating during a software development lifecycle to generate an update to an application, where the footprint data specifies development requirements and actions performed by at least application developers during the software development lifecycle. The mechanisms further obtain test case generation data from a recording of test case generation interactions with a graphical user interface and execute computer natural language processing on the footprint data and analysis of the recording of the test case generation interactions to automatically generate a what-is-new container for the update to the application.

Abstract: In an approach to governance of document printing, one or more computer processors receive a request from a user to print a document. One or more computer processors identify a content and a context of the document. Based on the content and the context of the document, one or more computer processors determine whether the request complies with one or more printing policies. Responsive to determining the request complies with the one or more printing policies, one or more computer processors determine one or more format attributes of the document. Based on the one or more format attributes, one or more computer processors determine whether the document format is optimized, where optimization minimizes use of one or more printing supplies. Responsive to determining the document format is not optimized, one or more computer processors provide a recommendation for optimizing the document format to the user.

Abstract: An indication is received. The indication is for a wireless communication being made by a computing device. Responsive to receiving the indication, an optimized location to make the wireless communication is determined based on a location of the computing device and an optimized locations list. The optimized location is communicated to the computing device making the wireless communication.