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Chemical Environments: Representations and Correlations Log in to Mediaspace to watch this video

Explores chemical environment representations, symmetrized correlations, and machine learning applications at the atomic scale.

Structural Mechanics Principles: Equilibrium and Stability Log in to Mediaspace to watch this video

Explores the principles of structural mechanics, including internal loads, equilibrium stability, and the superposition principle.

Introduction to Data Science Log in to Mediaspace to watch this video

Introduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.

Understanding Machine Learning: Exactly Solvable Models Log in to Mediaspace to watch this video

Explores the statistical mechanics of learning, focusing on neural networks' mysteries and computational challenges.

Introduction to Machine Learning Log in to Mediaspace to watch this video

Covers the basics of machine learning, including supervised and unsupervised learning, linear regression, and classification.

Protein Design: Structure and Function Log in to Mediaspace to watch this video

Covers protein design fundamentals, including secondary structures, amino acid propensity, loops, and computational methods.

Neural Networks Recap: Activation Functions Log in to Mediaspace to watch this video

Covers the basics of neural networks, activation functions, training, image processing, CNNs, regularization, and dimensionality reduction methods.

Deep Learning: Multilayer Perceptron and Training Log in to Mediaspace to watch this video

Covers deep learning fundamentals, focusing on multilayer perceptrons and their training processes.

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Block Pulled by a Spring Log in to Mediaspace to watch this video

Explores the dynamics of a block pulled by a spring under various conditions.

Boltzmann Equation: Scattering Term Log in to Mediaspace to watch this video

Covers the Boltzmann equation's scattering term and carrier scattering, including phonons, electrons, photons, and molecules.

Thermo-Calc: Exercise and Property Models Log in to Mediaspace to watch this video

Explores Thermo-Calc software for defining functions and property models in materials science.

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Phase Transitions in Physics and Machine Learning Log in to Mediaspace to watch this video

Explores phase transitions in physics and computational problems, highlighting challenges faced by algorithms and the application of physics principles in understanding neural networks.

Plane Trusses: Analysis and Strategies Log in to Mediaspace to watch this video

Covers the analysis of rigid structures and strategies to solve isostatic trusses.

Protein Structure Prediction Log in to Mediaspace to watch this video

Delves into predicting protein structure through amino acid contact analysis and advanced computational methods.

Neural Taskonomy and Historical Perspectives in Visual Intelligence Log in to Mediaspace to watch this video

Covers Neural Taskonomy, the evolution of neural networks, and historical perspectives in visual intelligence.

Introduction to Structural Mechanics Log in to Mediaspace to watch this video

Introduces resultants in 3D, equilibrium in 2D, and free-body diagrams for structural analysis.

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