Systems and methods for automated classification of signal data signatures

A method comprising:

• receiving, by at least one processor, a first state comprising:
• i) signal data signature recording;
• wherein the signal data signature recording comprises a signal data signature associated with a source of the signal data signature recording,
• ii) a first onset location within the signal data signature recording,
• wherein the first onset location comprises a beginning of the signal data signature within the signal data signature recording,
• iii) a first offset location within the signal data signature recording,
• wherein the first offset location comprises an end of the signal data signature within the signal data signature recording;
• receiving, by at least one processor, a first reward associated with the first state;
• determining, by at least one processor, an action to produce a second state based on the first state, the first reward and a policy of a reinforcement learning agent, wherein the second state comprises:
• i) the signal data signature recording;
• ii) a second onset location within the signal data signature recording,
• wherein the second onset location comprises a modified beginning of the signal data signature within the signal data signature recording,
• iii) a second offset location within the signal data signature recording,
• wherein the second offset location comprises a modified end of the signal data signature within the signal data signature recording;
• utilizing, by at least one processor, a discriminator machine learning model to determine a match score representative of a similarity between the second state and a target distribution of a signal data signature type;
• determining, by at least one processor, a second reward based on the match score;
• determining, based on the second reward exceeding a maximum reward threshold, by at least one processor, a modified signal data signature recording comprising the signal data signature having the modified beginning and the modified end;
• and
• instructing, by at least one processor, a user device to display the modified signal data signature recording and the signal data signature type to a user to indicate a matching signal data signature type.

A non-transitory computer readable medium having software instructions stored thereon, the software instructions configured to cause at least one processor to perform steps comprising:

• receive a first state comprising:
• i) signal data signature recording;
• wherein the signal data signature recording comprises a signal data signature associated with a source of the signal data signature recording,
• ii) a first onset location within the signal data signature recording,
• wherein the first onset location comprises a beginning of the signal data signature within the signal data signature recording,
• iii) a first offset location within the signal data signature recording,
• wherein the first offset location comprises an end of the signal data signature within the signal data signature recording;
• receive a first reward associated with the first state;
• determine an action to produce a second state based on the first state, the first reward and a policy of a reinforcement learning agent, wherein the second state comprises:
• i) the signal data signature recording;
• ii) a second onset location within the signal data signature recording,
• wherein the second onset location comprises a modified beginning of the signal data signature within the signal data signature recording,
• iii) a second offset location within the signal data signature recording,
• wherein the second offset location comprises a modified end of the signal data signature within the signal data signature recording;
• utilize a discriminator machine learning model to determine a match score representative of a similarity between the second state and a target distribution of a signal data signature type;
• determine a second reward based on the match score;
• determine, based on the second reward exceeding a maximum reward threshold, a modified signal data signature recording comprising the signal data signature having the modified beginning and the modified end;
• and
• instruct a user device to display the modified signal data signature recording and the signal data signature type to a user to indicate a matching signal data signature type.