AI Learning Platform
RAG System
EduPath Explorer
Smart Learning Pathfinder - AI-powered course recommendation system that unlocks learning potential with personalized recommendations
Smart Learning Pathfinder - AI-powered course recommendation system that unlocks learning potential with personalized recommendations
EduPath Explorer is an intelligent AI-powered course recommendation system designed to revolutionize personalized learning experiences. Built using advanced vector embeddings and RAG (Retrieval-Augmented Generation) technology, it provides tailored course recommendations based on individual learning goals and interests.
The platform integrates with Analytics Vidhya's comprehensive course database, covering AI, NLP, Machine Learning, and Data Science. It features an intelligent match scoring system (51-57% accuracy) and provides detailed course descriptions to help learners make informed decisions about their educational journey.
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Technology
Implementation
Learning Paths
Advanced recommendation engine using OpenAI text-embedding-ada-002 for intelligent course matching
Intelligent scoring algorithm providing 51-57% match scores to rank course relevance and suitability
Custom course suggestions tailored to individual user interests and specific learning objectives
Integration with Analytics Vidhya courses covering AI, NLP, ML, Data Science, and Deep Learning
Efficient storage and retrieval of course embeddings for fast and accurate recommendations
Retrieval-Augmented Generation for enhanced recommendation accuracy and contextual understanding
Introduction to NLP fundamentals, regular expressions, text sentiment analysis, and machine learning applications
Building ChatGPT-style language models from scratch using PyTorch, transformers, and decoder-only architectures
Practical NLP for building classification models with PyTorch, bag-of-words, and count vectorizers
Advanced ML techniques, deep learning applications, and neural network implementations
Data analysis, visualization, and analytics tools for professional development and career advancement
Real-world applications of AI and NLP technologies across various industries and domains
Capture user learning interests and goals through intuitive interface (e.g., "AI and NLP")
Convert user input into vector embeddings using OpenAI text-embedding-ada-002 model
Compare user embeddings with course embeddings stored in vector database
Apply Retrieval-Augmented Generation to enhance recommendation accuracy and context
Calculate match scores (51-57%) and rank courses by relevance and suitability
Present ranked course recommendations with detailed descriptions and learning paths
Revolutionary approach to course recommendation using AI to match individual learning goals with optimal educational content
Cutting-edge vector embeddings and RAG system for intelligent content matching and recommendation accuracy
Integration with Analytics Vidhya's extensive course library covering the latest in AI, ML, and Data Science
Successfully deployed on Hugging Face Spaces with 2+ likes and active user engagement
Focus on real-world applications with courses covering $30 Billion USD market value by 2024
Clean, modern interface with intuitive course discovery and detailed match score visualization
Experience the power of AI-driven course recommendations:
