Introduction to Machine Learning for Materials Science And Engineering

Показать описание

Short-course to introduce key aspects of machine learning (ML) and artificial intelligence (AI) to materials science and engineering. Topics covered include:
- How to discover new materials
- Definition of machine learning and artificial intelligence
- Introduction to supervised and unsupervised machine learning
- Introduction to clustering, regression, and classification
- Introduction to artificial neural network
- Training vs. validation vs. test sets
- Inverse design with Bayesian optimization
- Typical machine learning pipeline: Data mining, data cleansing, fingerprinting, machine learning algorithm selection, model training, hyperparameter optimization, accuracy testing, deployment

Рекомендации по теме

Комментарии

The way you presented really helped solidify my understanding of materials informatics, especially how you explained testing model accuracy. Thank you, Prof!

IisSopyan-lb

I finished watching all in two days. It was really nice. Especially introducing the concept of using the model in materials taking example of glass was the most important aspect of this video. Overall a nice and clear explanation. Thank you so much Dr. Mathieu.

I wanted to know how far you have gone in using machine learning and AI in materials science. I set up my ultimate goal in addressing materials science using machine learning and AI. I am a physics graduate. I hope to learn more from you. Thank you.

nepalyt

I just finished watching this short course. Indeed, this is a start to finish of the machine learning concept. "Introduction" is an understatement. Thank you very much Dr. This is indeed helpful. I still wonder why it has only 11k views since 2 years ago. This is a revelation!!

queenf.o.b

Sir, searching for such kind of start and you are insanely great.

anuragkashyap

Thank you for this amazing information
I am planning to do my certificate in machine learning for materials science and engineering but I found a lots
can you please let us know which university provide very good certificate program
Note: I already have my master degree in materials Engineering back home before moving to USA

said-vm

Introduction to Machine Learning for Materials Science And Engineering

Machine Learning | What Is Machine Learning? | Introduction To Machine Learning | 2024 | Simplilearn

11. Introduction to Machine Learning

A Gentle Introduction to Machine Learning

Intro to Machine Learning (ML Zero to Hero - Part 1)

What is Machine Learning?

Machine Learning Explained in 100 Seconds

Machine Learning for Everybody – Full Course

Introduction to Machine Learning

Application of LDA | Machine Learning Dimensionality Reduction Explained | AIML Session 114

AI vs Machine Learning

A Friendly Introduction to Machine Learning

All Machine Learning Models Explained in 5 Minutes | Types of ML Models Basics

Machine Learning vs Deep Learning

But what is a neural network? | Deep learning chapter 1

Python Machine Learning Tutorial (Data Science)

What is Machine Learning? | Introduction to Machine Learning

What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | Edureka

I can't STOP reading these Machine Learning Books!

Learning Machine Learning has never been easier #shorts #machinelearning #statistics #datascience

Learn machine learning EASILY and FREE👩‍💻 #technology #programming #software #machinelearning...

Machine Learning In 5 Minutes | Machine Learning Introduction |What Is Machine Learning |Simplilearn

Introduction to Machine Learning

Machine Learning Tutorial 1 - Intro to Machine Learning and A.I.

Python Machine Learning - Class 1 | Introduction To Machine Learning With Python | Edureka