Enhanced analysis and remediation of network performance

A method for detecting and remediating network performance issues, the method comprising:

• receiving, at a network analytics machine learning model, network performance data comprising system log data and network configuration data;
• generating, by the network analytics machine learning model, using natural language processing, network performance metrics based on text of the system log data;
• determining, by the network analytics machine learning model, based on a comparison of the network performance metrics to training data input to the network analytics machine learning model, that the network performance metrics fail to satisfy a performance threshold;
• generating, by the network analytics machine learning model, an alert indicative of the network performance metrics failing to satisfy the performance threshold;
• identifying, by the network analytics machine learning model, a root cause of the network performance metrics failing to satisfy the performance threshold, the root cause associated with a network resource;
• selecting, by the network analytics machine learning model, a remediation action associated with modifying the network resource;
• modifying, by the network analytics machine learning model, the network resource based on the selection;
• generating, by the network analytics machine learning model, a use case associated with the network performance metrics, the use case comprising the root cause and the remediation action;
• and
• presenting, by the network analytics machine learning model, an indication that the remediation action was selected.