Methods and apparatus to improve data quality for artificial intelligence

A non-transitory computer readable medium comprising instructions which, when executed, cause one or more processors to at least:

• determine an indirect quality of a repository that includes datapoints of a dataset;
• determine a direct quality of the repository that includes the datapoints of the dataset;
• determine a dataset quality based on the indirect quality of the repository and the direct quality of the repository;
• and
• when the quality does not satisfy a threshold, remove a subset of the datapoints to prepare the dataset to support the training of a neural network.

An apparatus to improve a dataset to train a neural network, the apparatus comprising:

• interface circuitry;
• and
• processor circuitry including one or more of:
• at least one of a central processing unit, a graphic processing unit or a digital signal processor, the at least one of the central processing unit, the graphic processing unit or the digital signal processor having control circuitry, one or more registers, and arithmetic and logic circuitry to perform one or more first operations corresponding to instructions in the apparatus, and;
• a Field Programmable Gate Array (FPGA), the FPGA including logic gate circuitry, a plurality of configurable interconnections, and storage circuitry, the logic gate circuitry and interconnections to perform one or more second operations;
• or
• Application Specific Integrate Circuitry (ASIC) including logic gate circuitry to perform one or more third operations;
• the processor circuitry to perform at least one of the first operations, the second operations or the third operations to instantiate:
• data quality determination circuitry to:
• determine an indirect quality of a repository including datapoints of a dataset;
• determine a direct quality of the repository;
• and
• determine a quality of the dataset based on the indirect quality of the repository and the direct quality of the repository;
• and
• a filter to filter out a subset of the datapoints to adjust the quality.