Methods and apparatus to provide machine assisted programming

An apparatus comprising:

• memory;
• computer readable instructions;
• and
• processor circuitry to execute the computer readable instructions to:
• execute a machine learning model to generate a first code recommendation for programming code, the first code recommendation being associated with security of the programming code;
• cause output of the first code recommendation via a user interface;
• update the machine learning model by applying a weight to the machine learning model based on a user selection of the first code recommendation;
• in response to updating the machine learning model, determine a performance of the programming code;
• generate a second code recommendation by the machine learning model, the second code recommendation being associated with the performance of the programming code;
• and
• cause output of the second code recommendation via the user interface.

A method comprising:

• executing a machine learning model to generate a first code recommendation for programming code, the first code recommendation being associated with security of the programming code;
• outputting of the first code recommendation via a user interface;
• updating the machine learning model by applying a weight to the machine learning model based on a user selection of the first code recommendation;
• in response to updating the machine learning model, determining a performance of the programming code;
• generating a second code recommendation by the machine learning model, the second code recommendation being associated with the performance of the programming code;
• and
• outputting of the second code recommendation via the user interface.