Rutgers Classifieds>Rutgers Online Courses>Machine Learning Models in Science

Machine Learning Models in Science

About this Course

This course is aimed at anyone interested in applying machine learning techniques to scientific problems. In this course, we\'ll learn about the complete machine learning pipeline, from reading in, cleaning, and transforming data to running basic and advanced machine learning algorithms. We\'ll start with data preprocessing techniques, such as PCA and LDA. Then, we\'ll dive into the fundamental AI algorithms: SVMs and K-means clustering. Along the way, we\'ll build our mathematical and programming toolbox to prepare ourselves to work with more complicated models. Finally, we\'ll explored advanced methods such as random forests and neural networks. Throughout the way, we\'ll be using medical and astronomical datasets. In the final project, we\'ll apply our skills to compare different machine learning models in Python.

Created by: LearnQuest


Related Online Courses

By the end of this project, you will learn how to use Sketch Up for web to model simple 3D objects 3D modeling is largely used in the design fields, to represent interiors, products, games. In 3D... more
This course is for you if you are looking to dive deeper into Six Sigma or strengthen and expand your knowledge of the basic components of green belt level of Six Sigma and Lean. Six Sigma skills... more
This course equips learners with the skills to analyze dynamic relationships within systems, create causal loop diagrams, and simulate the behavior of interconnected variables. Participants gain... more
Upgrade your development workflow and start writing code like a professional! This project aims to empower software developers to leverage advanced features within Visual Studio Code to enhance... more
How do we unlock the transformational power of design thinking? To do this, we must understand that this power lies not in what it encourages us to do, but in who it encourages us to become. We... more

CONTINUE SEARCH

FOLLOW COLLEGE PARENT CENTRAL