31:30Basics of Molecular Dynamics Simulations for Beginners
Intro
A 32-minute video from Mathieu Bauchy: “Basics of Molecular Dynamics Simulations for Beginners”.
Mathieu Bauchy
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31:30
2:03:58Building a Regression Model with Matlab – Machine Learning for Engineers
A 124-minute video from Mathieu Bauchy: “Building a Regression Model with Matlab – Machine Learning for Engineers”.
23:35Chalcogenide glasses
A 24-minute video from Mathieu Bauchy: “Chalcogenide glasses”.
1:05:20Elasticity of glasses
A 65-minute video from Mathieu Bauchy: “Elasticity of glasses”.
53:39Equation of state, temperature, and pressure in molecular dynamics simulations
A 54-minute video from Mathieu Bauchy: “Equation of state, temperature, and pressure in molecular dynamics simulations”.
2:00:49Feature Engineering and LASSO for Forecasting Models with Matlab – Machine Learning for Engineers
A 121-minute video from Mathieu Bauchy: “Feature Engineering and LASSO for Forecasting Models with Matlab – Machine Learning for Engineers”.
32:19Graphically solving bending problems (UCLA CEE 108 - Mechanics of Deformable Materials)
Intermediate
A 32-minute video from Mathieu Bauchy: “Graphically solving bending problems (UCLA CEE 108 - Mechanics of Deformable Materials)”.
1:10:24Hardness of glasses
A 70-minute video from Mathieu Bauchy: “Hardness of glasses”.
54:20How to use the methods of sections to calculate the internal load, shear, and moment
A 54-minute video from Mathieu Bauchy: “How to use the methods of sections to calculate the internal load, shear, and moment”.
1:33:52Implementing a Breadth-First Search to Solve Games with Matlab – Machine Learning for Engineers
A 94-minute video from Mathieu Bauchy: “Implementing a Breadth-First Search to Solve Games with Matlab – Machine Learning for Engineers”.
59:44Interatomic energy in molecular dynamics simulations
A 60-minute video from Mathieu Bauchy: “Interatomic energy in molecular dynamics simulations”.
14:55Interatomic forcefield parameterization by active learning
A 15-minute video from Mathieu Bauchy: “Interatomic forcefield parameterization by active learning”.
2:36:29Introduction to Atomic Simulations by Metropolis Monte Carlo
Intro
A 156-minute video from Mathieu Bauchy: “Introduction to Atomic Simulations by Metropolis Monte Carlo”.
1:43:28Introduction to LAMMPS | Molecular Dynamics Made Easy
Intro
A 103-minute video from Mathieu Bauchy: “Introduction to LAMMPS | Molecular Dynamics Made Easy”.
5:33:47Introduction to Machine Learning for Materials Science And Engineering
Intro
A 334-minute video from Mathieu Bauchy: “Introduction to Machine Learning for Materials Science And Engineering”.
1:31:00Introduction to materials modeling and simulations
Intro
A 91-minute video from Mathieu Bauchy: “Introduction to materials modeling and simulations”.
41:48LAMMPS Tutorial: 5 Ways to Create an Initial Configuration
A 42-minute video from Mathieu Bauchy: “LAMMPS Tutorial: 5 Ways to Create an Initial Configuration”.
2:01:51Lecture 10: Logistic Regression – Machine Learning for Engineers
A 122-minute video from Mathieu Bauchy: “Lecture 10: Logistic Regression – Machine Learning for Engineers”.
1:20:41Lecture 11: K-means clustering (unsupervised learning) – Machine Learning for Engineers
A 81-minute video from Mathieu Bauchy: “Lecture 11: K-means clustering (unsupervised learning) – Machine Learning for Engineers”.
2:10:44Lecture 12: Good practices in machine learning – Machine Learning for Engineers
A 131-minute video from Mathieu Bauchy: “Lecture 12: Good practices in machine learning – Machine Learning for Engineers”.
1:58:55Lecture 13: Introduction to Convolutional Neural Networks (CNN) – Machine Learning for Engineers
A 119-minute video from Mathieu Bauchy: “Lecture 13: Introduction to Convolutional Neural Networks (CNN) – Machine Learning for Engineers”.
57:56Lecture 1: Introduction and Definitions – Machine Learning for Engineers
Intro
A 58-minute video from Mathieu Bauchy: “Lecture 1: Introduction and Definitions – Machine Learning for Engineers”.
1:08:21Lecture 2: Problem Solving and Search – Machine Learning for Engineers
A 68-minute video from Mathieu Bauchy: “Lecture 2: Problem Solving and Search – Machine Learning for Engineers”.
1:20:29Lecture 3: Uninformed Search – Machine Learning for Engineers
A 80-minute video from Mathieu Bauchy: “Lecture 3: Uninformed Search – Machine Learning for Engineers”.
1:15:18Lecture 4: Informed Search – Machine Learning for Engineers
A 75-minute video from Mathieu Bauchy: “Lecture 4: Informed Search – Machine Learning for Engineers”.
1:20:15Lecture 5: Introduction to Machine Learning – Machine Learning for Engineers
A 80-minute video from Mathieu Bauchy: “Lecture 5: Introduction to Machine Learning – Machine Learning for Engineers”.
1:43:16Lecture 6: Linear Regression and Gradient Descent Optimization – Machine Learning for Engineers
A 103-minute video from Mathieu Bauchy: “Lecture 6: Linear Regression and Gradient Descent Optimization – Machine Learning for Engineers”.
1:31:20Lecture 7: Underfitting, Overfitting, and k-fold Cross-Validation – Machine Learning for Engineers
A 91-minute video from Mathieu Bauchy: “Lecture 7: Underfitting, Overfitting, and k-fold Cross-Validation – Machine Learning for Engineers”.
1:59:59Lecture 8: Feature engineering, selection, and regularization – Machine Learning for Engineers
A 120-minute video from Mathieu Bauchy: “Lecture 8: Feature engineering, selection, and regularization – Machine Learning for Engineers”.
1:48:22Lecture 9: Artificial Neural Networks and Deep Learning – Machine Learning for Engineers
A 108-minute video from Mathieu Bauchy: “Lecture 9: Artificial Neural Networks and Deep Learning – Machine Learning for Engineers”.
38:11Linux terminal and job submission with Univa Grid Engine
A 38-minute video from Mathieu Bauchy: “Linux terminal and job submission with Univa Grid Engine”.
34:46Mohr's circle / stress transformation problems (UCLA CEE 108 - Mechanics of Deformable Materials)
A 35-minute video from Mathieu Bauchy: “Mohr's circle / stress transformation problems (UCLA CEE 108 - Mechanics of Deformable Materials)”.
14:08Natural glasses
A 14-minute video from Mathieu Bauchy: “Natural glasses”.
58:32Neighbor list algorithm in molecular dynamics simulations
A 59-minute video from Mathieu Bauchy: “Neighbor list algorithm in molecular dynamics simulations”.
40:52Pair distribution function of glasses
A 41-minute video from Mathieu Bauchy: “Pair distribution function of glasses”.
44:15Solving bending problems by graphical method (UCLA CEE 108 - Mechanics of Deformable Materials)
A 44-minute video from Mathieu Bauchy: “Solving bending problems by graphical method (UCLA CEE 108 - Mechanics of Deformable Materials)”.