| CPC C12M 41/48 (2013.01) [C12M 23/16 (2013.01); C12Q 3/00 (2013.01); G06F 7/58 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01)] | 12 Claims |
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1. A method for setting up an apparatus for biological processes, the apparatus comprising:
a vessel for accommodating a biological sample, with which a plurality of biological processes can be carried out;
adjustment means for adjusting process parameters for the biological processes;
capturing means comprising at least one of an imaging camera or a sensor, with which a process state is automatically capturable for each of the plurality of biological processes; and
a processor which is connected via a first data line to the capturing means and which is connected via a second data line to the adjustment means, and
the method comprising:
specifying, by the processor, the process parameters for the plurality of biological processes,
automatically capturing, by the capturing means, a process state for each of the plurality of biological processes;
evaluating, by the processor and based on a specified objective forming or derived from an evaluation criterion comprising at least one of a reward function, a cost function, or a penalty function, each automatically captured process state to generate an evaluated process state;
generating, by the processor and using a machine learning method which learns from evaluations of captured process states, learned set-up parameters based on the evaluated process states, wherein the learned set-up parameters comprise
(i) learned process parameters, or
(ii) assignments between captured process states and learned process parameters; and
setting up, by the processor and using the adjustment means, the apparatus based on the generated learned set-up parameters.
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