{"data":{"presentations":{"edges":[{"node":{"frontmatter":{"title":"Materials Property Prediction via Fine-Tuned LLMs","cover":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","placeholder":{"fallback":"data:image/png;base64,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"},"images":{"fallback":{"src":"/static/0ee9b981f0cf2a9eac6cb381ed463bad/2b365/materials-prediction.jpg","srcSet":"/static/0ee9b981f0cf2a9eac6cb381ed463bad/1849b/materials-prediction.jpg 175w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/3f5de/materials-prediction.jpg 350w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/2b365/materials-prediction.jpg 700w","sizes":"(min-width: 700px) 700px, 100vw"},"sources":[{"srcSet":"/static/0ee9b981f0cf2a9eac6cb381ed463bad/dae43/materials-prediction.avif 175w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/d7667/materials-prediction.avif 350w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/7ec1a/materials-prediction.avif 700w","type":"image/avif","sizes":"(min-width: 700px) 700px, 100vw"},{"srcSet":"/static/0ee9b981f0cf2a9eac6cb381ed463bad/5d873/materials-prediction.webp 175w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/26a00/materials-prediction.webp 350w,\n/static/0ee9b981f0cf2a9eac6cb381ed463bad/f23f0/materials-prediction.webp 700w","type":"image/webp","sizes":"(min-width: 700px) 700px, 100vw"}]},"width":700,"height":394}}},"tech":["LLMs (LLaMA/GPT)","Python","PyTorch","Hugging Face","Transformers","Materials Project API"],"tag":"Research Project","collaborators":["colleague@ensa.com"],"pdf":"https://drive.google.com/file/d/YOUR_PDF_ID/view","driveLink":null},"html":"<p>Fine-tuned <strong>Large Language Models (LLMs)</strong> to predict <strong>material properties, crystal structures, and synthesis pathways</strong> directly from scientific literature. By training models on text-mined data, this approach bypasses computationally expensive <strong>density functional theory (DFT)</strong> simulations to enable <strong>high-speed, NLP-driven material property predictions</strong>.</p>"}},{"node":{"frontmatter":{"title":"Smart Campus IoT System","cover":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","placeholder":{"fallback":"data:image/png;base64,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"},"images":{"fallback":{"src":"/static/257c7d5bbd6ff63a5543d62a4394522d/bc3b9/iot-project.png","srcSet":"/static/257c7d5bbd6ff63a5543d62a4394522d/9a130/iot-project.png 175w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/a3fa1/iot-project.png 350w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/bc3b9/iot-project.png 700w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/e3b2c/iot-project.png 1400w","sizes":"(min-width: 700px) 700px, 100vw"},"sources":[{"srcSet":"/static/257c7d5bbd6ff63a5543d62a4394522d/dae43/iot-project.avif 175w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/d7667/iot-project.avif 350w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/7ec1a/iot-project.avif 700w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/57a27/iot-project.avif 1400w","type":"image/avif","sizes":"(min-width: 700px) 700px, 100vw"},{"srcSet":"/static/257c7d5bbd6ff63a5543d62a4394522d/5d873/iot-project.webp 175w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/26a00/iot-project.webp 350w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/f23f0/iot-project.webp 700w,\n/static/257c7d5bbd6ff63a5543d62a4394522d/7b1d0/iot-project.webp 1400w","type":"image/webp","sizes":"(min-width: 700px) 700px, 100vw"}]},"width":700,"height":394}}},"tech":["Arduino","Raspberry Pi","Node.js","MongoDB","React"],"tag":"School Project","collaborators":["colleague@ensa.com"],"pdf":"https://drive.google.com/file/d/YOUR_REPORT_PDF_ID/view","driveLink":"https://drive.google.com/drive/folders/YOUR_FOLDER_ID"},"html":"<p>A complete <strong>IoT-based smart campus management system</strong> that monitors and controls <strong>lighting, temperature, and occupancy</strong> across campus buildings. The system utilizes sensor networks, automated actuators, and real-time dashboards to optimize energy consumption and enable data-driven resource planning.</p>"}}]}}}