AIced-Prep -AI Based Mock Interview Evaluator

AIced Prep is an AI-driven system designed to provide individuals with realistic mock interviews and personalized feedback, particularly targeting freshers, job seekers, students, and recruitment agencies. The system aims to build confidence, improve performance, and enhance candidates' chances of success in interviews. To achieve this, the project integrates a Question Generation System using RetrievalAugmented Generation(RAG) and Large Language Models (LLMs) for generating relevant, unique, and non-repetitive questions. The project fo- cuses on two primary use cases: interview question generation and resume classification and mock interview. By leveraging the Mistral-7B LLM for contextually accurate question generation and FAISS for efficient vector-based retrieval, the system dynami- cally processes documents, including PDFs, to generate questions. The web-based interface, built using FastAPI and Streamlit, ensures users have an interactive and accessible experience. This hybrid approach addresses common challenges in question generation, such as repetitive questions and irrelevant content, by combining information retrieval techniques with generative AI methods. The ultimate goal of AIced Prep is to make quality interview preparation accessible to everyone, providing scalable, efficient, and personalized interview preparation solution.