Digital Library with Semantic Search and Recommendations
Academic research paper repository with vector similarity search, citation graphing, and personalized recommendations.
Project Overview
Indexes thousands of PDF journal papers using OpenAI embeddings and Pinecone/Qdrant vector indexes, allowing researchers to discover related papers based on conceptual meaning rather than exact keyword matches. ### Practical Student Engineering Solution Fully functional hardware demonstration prototype equipped with dedicated microcontrollers, precision sensors, actuators, and an interactive cloud/mobile telemetry dashboard. ### Key Learning Outcomes - Embedded C / MicroPython firmware architecture and sensor interfacing - IoT telemetry protocols (MQTT / HTTP / BLE / LoRaWAN) - Power regulation, hardware debugging, and PCB design principles - Comprehensive technical documentation aligned with IEEE academic standards
Modern commercial and industrial infrastructure requires automated, real-time sensing and telemetry. Conventional manual monitoring suffers from high latency, human error, and lack of predictive fault visibility for Digital Library with Semantic Search and Recommendations.
A turnkey engineering prototype integrating high-precision sensor modules, dedicated microcontroller unit, and cloud telemetry protocols to automate measurement, trigger alert thresholds, and provide remote dashboard control.