Enhanced user interface experiences generated using machine learning

A system comprising:

• at least one physical processor;
• and
• physical memory comprising computer-executable instructions that, when executed by the at least one physical processor, cause the at least one physical processor to perform acts comprising:
• receiving a request for rendering instructions for a help display of a digital streaming system on a client device;
• determining one or more navigation events associated with the digital streaming system;
• applying a machine learning model to the navigation events to generate a help intent prediction;
• and
• transmitting rendering instructions that include content based on the help intent prediction to the client device.

A non-transitory computer-readable medium comprising one or more computer-executable instructions that, when executed by at least one processor of a computing device, cause the computing device to:

• receive a request for rendering instructions for a help display of a digital streaming system on a client device;
• determine one or more navigation events associated with the digital streaming system;
• apply a machine learning model to the navigation events to generate a help intent prediction;
• and
• transmit rendering instructions that include content based on the help intent prediction to the client device.