𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐑𝐀𝐆-𝐁𝐚𝐬𝐞𝐝 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞:

✦ Built educational knowledge base with 2,500+ curriculum materials using ChromaDB vector database

✦ Implemented domain-specific embeddings optimized for academic terminology and mathematical notation

✦ Designed intelligent RAG retrieval with LangChain contextually retrieving relevant curriculum sections

✦ Created a multi-level knowledge organization by grade level, subject, and difficulty for appropriate explanations

✦ Developed citation system providing textbook pages and additional materials for deeper topic exploration

𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐀𝐈 𝐓𝐮𝐭𝐨𝐫 𝐰𝐢𝐭𝐡 𝐒𝐭𝐞𝐩-𝐛𝐲-𝐒𝐭𝐞𝐩 𝐑𝐞𝐚𝐬𝐨𝐧𝐢𝐧𝐠:

✦ Deployed GPT-4 with custom prompts optimized for Socratic teaching methodology, guiding problem-solving

✦ Implemented multi-turn conversational memory using LangChain tracking full dialogue context and confusion points

✦ Built an adaptive explanation system offering visual/spatial, logical step-by-step, and real-world analogies

✦ Created an intelligent hint system providing graduated assistance from conceptual nudges to worked examples

✦ Developed mistake analysis, identifying misconceptions and guiding students toward correct understanding

𝐑𝐞𝐢𝐧𝐟𝐨𝐫𝐜𝐞𝐦𝐞𝐧𝐭 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐟𝐨𝐫 𝐀𝐝𝐚𝐩𝐭𝐢𝐯𝐞 𝐃𝐢𝐟𝐟𝐢𝐜𝐮𝐥𝐭𝐲:

✦ Implemented reinforcement learning models, analyzing response patterns to dynamically adjust content difficulty

✦ Built student proficiency modeling tracking mastery across 200+ learning objectives with granular assessment

✦ Created personalized learning paths automatically selecting topics based on demonstrated strengths/weaknesses

✦ Developed real-time difficulty adjustment, providing simpler examples when students struggle with advanced problems

✦ Implemented spaced repetition algorithms, reintroducing concepts at optimal intervals for long-term retention

𝐂𝐫𝐨𝐬𝐬-𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦 𝐃𝐞𝐩𝐥𝐨𝐲𝐦𝐞𝐧𝐭 & 𝐔𝐬𝐞𝐫 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞:

✦ Deployed a responsive web application using React.js and FastAPI backend for seamless desktop access

✦ Built native mobile apps for iOS and Android using React Native, enabling smartphone/tablet access

✦ Integrated rich media support displaying mathematical equations, interactive diagrams, and video clips

✦ Implemented voice interaction with speech-to-text for verbal questions and text-to-speech for audio explanations

✦ Created an intuitive student dashboard showing recent conversations, bookmarked explanations, and progress tracking