{"data":{"featured":{"edges":[{"node":{"frontmatter":{"title":"Sea Surface Temperature Forecast","cover":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","placeholder":{"fallback":"data:image/png;base64,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"},"images":{"fallback":{"src":"/static/9311ca9c21e0beba31ac86693f6ad6b3/0bcc9/sgar-model.png","srcSet":"/static/9311ca9c21e0beba31ac86693f6ad6b3/659f7/sgar-model.png 175w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/19d7e/sgar-model.png 350w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/0bcc9/sgar-model.png 700w","sizes":"(min-width: 700px) 700px, 100vw"},"sources":[{"srcSet":"/static/9311ca9c21e0beba31ac86693f6ad6b3/368a3/sgar-model.avif 175w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/930de/sgar-model.avif 350w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/d29e7/sgar-model.avif 700w","type":"image/avif","sizes":"(min-width: 700px) 700px, 100vw"},{"srcSet":"/static/9311ca9c21e0beba31ac86693f6ad6b3/fb9f4/sgar-model.webp 175w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/ac70d/sgar-model.webp 350w,\n/static/9311ca9c21e0beba31ac86693f6ad6b3/56273/sgar-model.webp 700w","type":"image/webp","sizes":"(min-width: 700px) 700px, 100vw"}]},"width":700,"height":421}}},"tech":["R","R Studio"],"github":"https://github.com/YanMinChan/analysis-sst","external":null},"html":"<p>Analysis of sea surface temperature (SST) using time series models, focusing on SST data from Year 1950 to Year 2022. Three different time series models are compared in the study, with the lowest forecast error of 2%.</p>"}},{"node":{"frontmatter":{"title":"Concrete Strength Prediction","cover":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","placeholder":{"fallback":"data:image/png;base64,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"},"images":{"fallback":{"src":"/static/0b1d25db4a85e17e51109bd020b27c6f/3389c/Concrete.png","srcSet":"/static/0b1d25db4a85e17e51109bd020b27c6f/ec67a/Concrete.png 124w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/11e1c/Concrete.png 248w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/3389c/Concrete.png 496w","sizes":"(min-width: 496px) 496px, 100vw"},"sources":[{"srcSet":"/static/0b1d25db4a85e17e51109bd020b27c6f/c21e7/Concrete.avif 124w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/3b49c/Concrete.avif 248w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/9ae9b/Concrete.avif 496w","type":"image/avif","sizes":"(min-width: 496px) 496px, 100vw"},{"srcSet":"/static/0b1d25db4a85e17e51109bd020b27c6f/c8818/Concrete.webp 124w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/e3c9d/Concrete.webp 248w,\n/static/0b1d25db4a85e17e51109bd020b27c6f/cbc7f/Concrete.webp 496w","type":"image/webp","sizes":"(min-width: 496px) 496px, 100vw"}]},"width":700,"height":515.1209677419355}}},"tech":["Python"],"github":"https://github.com/YanMinChan/particle-swarm-optimisation","external":null},"html":"<p>Prediction of concrete strength using a neural network written from scratch. Instead of traditional gradient descent optimisation method, particle swarm optimisation is used to learn the model.</p>"}}]}}}