Abstract: Methods, apparatus, systems, and articles of manufacture to modify pre-trained models to apply neural architecture search are disclosed. Example instructions, when executed, cause processor circuitry to at least access a pre-trained machine learning model, create a super-network based on the pre-trained machine learning model, create a plurality of subnetworks based on the super-network, and search the plurality of subnetworks to select a subnetwork.

Abstract: Systems, apparatuses and methods may provide for technology that aggregates contextual information from a first network layer in a neural network having a second network layer coupled to an output of the first network layer, wherein the context information is to be aggregated in real-time and after a training of the neural network, and wherein the context information is to include channel values. Additionally, the technology may conduct an importance classification of the aggregated context information and selectively exclude one or more channels in the first network layer from consideration by the second network layer based on the importance classification.

Abstract: A camera facing the front of a vehicle while the vehicle is moving on the road may be calibrated by receiving sequential images from the camera. Image key points in the area limited by the road location are selected. The key points are tracked using an optical flow method. A filtering procedure is applied to the key points to identify the straight-line motion of the vehicle. At least two straight lines corresponding to opposite sides of the road. A calibration algorithm is applied to the at least two lines to determine a vanishing point. The pitch and/or yaw angles of the camera are then calculated.

Abstract: A camera facing the front of a vehicle while the vehicle is moving on the road may be calibrated by receiving sequential images from the camera. Image key points in the area limited by the road location are selected. The key points are tracked using an optical flow method. A filtering procedure is applied to the key points to identify the straight-line motion of the vehicle. At least two straight lines corresponding to opposite sides of the road. A calibration algorithm is applied to the at least two lines to determine a vanishing point. The pitch and/or yaw angles of the camera are then calculated.

Abstract: Methods, systems, and a computer readable medium storing a computer executable program for managing a data mining model are disclosed. A first notification associated with a data mining model is received at a business process system. A second notification associated with the data mining model is transmitted from the business process system responsive to the first notification. A determination is made regarding whether a first response operable to define an association between the data mining model and business data has been received at the business process system responsive to the second notification. A command is issued from the business process system to update model metadata associated with the data mining model based on the determination.

Abstract: Disclosed herein is a method to synthesize hydrocarbons directly from water and atmospheric air in the presence of small amount of hydrocarbons. A module apparatus for gaseous and liquid hydrocarbons production and a technological process of hydrocarbons synthesis is provided. The peculiarity of the developed technological process is that atmospheric air and water are consumed in the process of synthesis, while a hydrocarbon matrix is maintained unconsumed. The apparatus consists of a hydrocarbon synthesis chamber, a sump tank to collect hydro carbonic condensation derived in the process of synthesis, and a bubbling chamber. All of the chambers as well as sump tank are interconnected by means of pipes. The synthesis chamber is equipped with devices to supply water. Furthermore, the bumbling chamber is equipped with device to supply atmospheric air inside the chamber.

Abstract: Embodiments include systems and methods for soft encoding and decoding of data for flash memories using Log-Likelihood Ratios (LLRs). The LLRs are computed from statistics determined by observation of flash memory over time. In some embodiments, the write, retention and read transition probabilities are computed based on the observed statistics. These probabilities are used to compute the LLRs. During a read operation, a device reads the voltage of a cell of the flash memory. The level of the output is determined from the voltage. The level determines which LLRs to compute and transmit to a soft decoder.

Abstract: Embodiments include systems and methods for soft encoding and decoding of data for flash memories using Log-Likelihood Ratios (LLRs). The LLRs are computed from statistics determined by observation of flash memory over time. In some embodiments, the write, retention and read transition probabilities are computed based on the observed statistics. These probabilities are used to compute the LLRs. During a read operation, a device reads the voltage of a cell of the flash memory. The level of the output is determined from the voltage. The level determines which LLRs to compute and transmit to a soft decoder.

Abstract: Methods, systems, and a computer readable medium storing a computer executable program for managing a data mining model are disclosed. A first notification associated with a data mining model is received at a business process system. A second notification associated with the data mining model is transmitted from the business process system responsive to the first notification. A determination is made regarding whether a first response operable to define an association between the data mining model and business data has been received at the business process system responsive to the second notification. A command is issued from the business process system to update model metadata associated with the data mining model based on the determination.

Abstract: Disclosed is a method for manufacturing thin sheets of high-strength titanium alloys. The method includes the steps of preparing initial blanks, assembling the initial blanks into a pack within a sheath, and heating and hot rolling the pack of the initial blanks in the sheath. The method is characterized in that, in the step of preparing the initial blanks, blanks having an (?-phase grain size of not more than 2 ?m are produced by hot rolling a forged or die-forged slab to a predetermined value of a relative thickness hB/hF, where hB is a thickness in mm of the initial blank before said pack hot rolling and hF is a final sheet thickness in mm, and by heat treating the initial blanks followed by rapidly cooling; and in that the step of pack hot rolling is conducted in quasi-isothermal conditions in longitudinal and transverse directions, while changing a rolling direction by about 90° after a predetermined total reduction in one direction is achieved.

Abstract: Platinum containing coatings for corrosion and oxidation protection of a substrate, and platinum electrodeposition methods for coating a substrate. The coating may comprise platinum and at least one supplementary constituent, and the method may involve co-electrodeposition of platinum and the supplementary constituent from a single electrolyte composition. The supplementary constituent may comprise chromium, an oxidation protective reactive element, or an alloy of chromium with a reactive element. Components protected by such coatings are also disclosed.