Practical Tools
Post 13: Python Essentials for ML — NumPy, pandas & scikit-learn
Module 4 · Post 13 The three-library starter kit every materials scientist needs before writing a single ML model. ⏱ 18 min rea…
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Neural Networks & Deep Learning
Post 12: Graph Neural Networks — ALIGNN & CGCNN Explained for Beginners
Module 3 · Post 12 How GNNs read a crystal structure directly, without handcrafted features, and why they outperform CNNs for property …
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Neural Networks & Deep Learning
Post 11: Convolutional Neural Networks — Reading Crystal Images
Module 3 · Neural Networks & Deep Learning How CNNs learn to detect local patterns in images — and why the same idea, applied to 2D elect…
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My name is Dr Abderrahmane Reggad. I'm a 54 year old and I am a researcher in materials' sciences.
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