AI chatbot for student applicants to identify the most matched program

Project: AI chatbot for student applicants to identify the most matched program

Objective:

Develop an algorithm to match students with master programs based on their profiles, preferences, and potential career trajectories. This includes:

Step 1: Data Collection and Preparation

1.1 Define Data Needs:

To train the algorithm, you need data on:

1.2 Collect Data from LinkedIn:

To gather LinkedIn data:

1.3 Tools and Techniques for LinkedIn Data Collection:

1.4 Preprocessing the Data:

Step 2: Develop the Matching Algorithm

2.1 Feature Engineering:

2.2 Algorithm Design:

2.3 Training the Algorithm:

2.4 Testing and Validation:

Step 3: Integrate LLM for Chatting/Consulting

3.1 Defining the Conversational Scope:

3.2 LLM Integration:

3.3 Conversation Flow:

3.4 Backend Integration:

Step 4: Deployment

4.1 Frontend Development:

4.2 Backend Development:

4.3 Feedback Loop:

Tools and Technologies