Socratic Teaching Assistant
A teaching assistant who uses the Socratic method to teach students about the different cohort courses with ease Language, demonstrating different real-world examples.
Created on 28th September 2024
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Socratic Teaching Assistant
A teaching assistant who uses the Socratic method to teach students about the different cohort courses with ease Language, demonstrating different real-world examples.
Describe your project
To develop a Gen AI-powered teaching assistant that uses the Socratic method to teach students about Data Structures and Algorithms, specifically focusing on Sorting Algorithms, we can follow these steps:
Define the Scope: Narrow down the topic to Sorting Algorithms, which includes algorithms like Bubble Sort, Merge Sort, Quick Sort, etc.
Create a Question Bank: Develop a comprehensive set of probing questions that guide the student through understanding and solving problems related to sorting algorithms.
Implement a Decision Tree: Use a decision tree to determine the next question based on the student's previous answers.
Develop the AI Model: Train an AI model to understand the student's responses and navigate the decision tree accordingly.
User Interface: Create a user-friendly interface where students can interact with the AI assistant.
Pseudocode for the AI Assistant
Initialize the System:
Load the question bank.
Initialize the decision tree.
Start the Session:
Greet the student and ask the initial question.
Process Student's Response:
Analyze the student's response.
Navigate the decision tree to determine the next question.
Ask the next question.
Loop Until Learning Objective is Met:
Continue the question-response loop until the student demonstrates understanding.
Provide Feedback:
Offer feedback based on the student's performance.
Explanation
Question Bank: The questionBank object contains the questions and the next question IDs based on whether the response is correct or incorrect.
Decision Tree: The decisionTree object maps each question ID to its corresponding question and the next question IDs.
SocraticAssistant Class: This class manages the flow of questions and responses.
askQuestion(): Displays the current question.
processResponse (response): Processes the student's response and determines the next question based on whether the response is correct.
checkResponse(response, questionId): Checks if the response is correct by comparing it
Challenges I ran into
To develop a Gen AI-powered teaching assistant that uses the Socratic method to teach students about Data Structures and Algorithms, specifically focusing on Sorting Algorithms, we can follow these steps:
Define the Scope: Narrow down the topic to Sorting Algorithms, which includes algorithms like Bubble Sort, Merge Sort, Quick Sort, etc.
Create a Question Bank: Develop a comprehensive set of probing questions that guide the student through understanding and solving problems related to sorting algorithms.
Implement a Decision Tree: Use a decision tree to determine the next question based on the student's previous answers.
Develop the AI Model: Train an AI model to understand the student's responses and navigate the decision tree accordingly.
User Interface: Create a user-friendly interface where students can interact with the AI assistant.
Pseudocode for the AI Assistant
Initialize the System:
Load the question bank.
Initialize the decision tree.
Start the Session:
Greet the student and ask the initial question.
Process Student's Response:
Analyze the student's response.
Navigate the decision tree to determine the next question.
Ask the next question.
Loop Until Learning Objective is Met:
Continue the question-response loop until the student demonstrates understanding.
Provide Feedback:
Offer feedback based on the student's performance.
Explanation
Question Bank: The questionBank object contains the questions and the next question IDs based on whether the response is correct or incorrect.
Decision Tree: The decisionTree object maps
each question ID to its corresponding question and the next question IDs.
SocraticAssistant Class: This class manages the flow of questions and responses.
askQuestion(): Displays the current question.
processResponse (response): Processes the student's response and determines the next question based on whether the response is correct.
checkResponse(response, questionId): Checks if the response is correct by com
Tracks Applied (1)
5. Problem statement shared by Blume Ventures
Technologies used