Systems and methods for personalized guidance

A method for generating personalized search results, the method comprising:

• receiving a sequence of search queries from a user device associated with a user;
• predicting a likely next search query from the user by inputting the received sequence of search queries into a trained machine learning model, the trained machine learning model having been trained, based on training sequences of user search queries, to predict the likely next search query in response to input of the sequence of search queries;
• generating predicted search results by applying the likely next search query;
• generating the personalized search results by appending the predicted search results to search results from a most recent query of the sequence of queries from the user;
• and
• causing the user device to display the personalized search results.

A system for personalized search results, comprising:

• a memory storing instructions;
• a trained machine learning model having been trained, based on training sequences of user search queries, to predict a likely next search query in response to input of a sequence of search queries;
• and
• a processor operatively connected to the memory and configured to execute the instructions to perform operations, including:
• receiving the sequence of search queries from a user device associated with a user;
• developing a vector by:
• serializing at least one search query such that the at least one search query is in sequential order,
• encoding the at least one serialized query to generate at least one encoded query, and
• developing the vector based on the at least one encoded query;
• predicting the likely next search query from the user by inputting the vector into the trained machine learning model;
• generating predicted search results by applying the likely next search query;
• generating the personalized search results by appending the predicted search results to search results from a most recent query of the sequence of queries from the user;
• and
• causing the user device to display the personalized search results.