Abstract: Implementations disclosed describe methods and systems to perform the methods of deploying and executing machine learning models on target-specific computational platforms. Optimization techniques include but are not limited to alignment of kernel operations with hardware instructions of a target processing device, reduction of kernel dimensions near boundaries of data, efficient reuse of a small number of memory components during neural network operations, run-time quantization of data and neural network parameters, and other methods.

Abstract: The present disclosure relates to a sensor arrangement (1) for analyzing substances in a material, comprising a substrate (2), a first reception area (5) for receiving a first material, an electronic component sensor (3), a test area (4) that is in contact with the electronic component sensor (3), and a control device (10). The first reception area (5) and the test area (4) are arranged on the substrate (2). The control device (10) is configured for controlling the first reception area (5) and/or the test area (4) to move a portion of the first material from the first reception area (5) into the test area (4). Further, the present disclosure relates to a method for operating such a sensor arrangement (1).

Abstract: The present disclosure relates to a sensor arrangement (1) for analyzing substances in a material, comprising a substrate (2), a first reception area (5) for receiving a first material, an electronic component sensor (3), a test area (4) that is in contact with the electronic component sensor (3), and a control device (10). The first reception area (5) and the test area (4) are arranged on the substrate (2). The control device (10) is configured for controlling the first reception area (5) and/or the test area (4) to move a portion of the first material from the first reception area (5) into the test area (4). Further, the present disclosure relates to a method for operating such a sensor arrangement (1).

Abstract: The invention relates to a device (100; 200; 300; 400) for analyzing biological substances in a test solution, comprising a test substrate (101; 203; 303; 401) which is transparent at least in part, having a test region (107a, 108a, 109a, 110a; 211; 411) for receiving the test solution, a plurality of electrodes (111, 106; 201, 202; 301, 302; 402, 403) which are arranged on the test substrate (101; 203; 303; 401) and extend into the test region (107a, 108a, 109a, 110a; 211; 411), wherein in each case, at least one portion of the electrodes (111, 106; 201, 202; 301, 302; 402, 403) is made of a transparent material.

Abstract: The invention relates to a device (100; 200; 300; 400) for analysing biological substances in a test solution, comprising a test substrate (101; 203; 303; 401) which is transparent at least in part, having a test region (107a, 108a, 109a, 110a; 211; 411) for receiving the test solution, a plurality of electrodes (111, 106; 201, 202; 301, 302; 402, 403) which are arranged on the test substrate (101; 203; 303; 401) and extend into the test region (107a, 108a, 109a, 110a; 211; 411), wherein in each case, at least one portion of the electrodes (111, 106; 201, 202; 301, 302; 402, 403) is made of a transparent material.