Nonlinear Regression Courses and Certifications

Chemometrics & Machine Learning in Copenhagen

Partial Least Squares for Nonlinear Regression

Explore dimension reduction in PLS regression for nonlinear relationships, challenging traditional views and proposing new insights into PLS-like methods for predictive modeling.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Microsoft Excel - Excel Data Analysis Expert (Accredited)

2787 ratings at Udemy

Microsoft Excel Data Analysis Expert | Dashboards | Microsoft Excel 2016, Microsoft Excel 2019, MS Excel 365 Compatible

• Udemy
• 7 hours 15 minutes
• On-Demand
• Paid Course

Advanced Data Science Techniques in SPSS

205 ratings at Udemy

Hone your SPSS skills to perfection - grasp the most high level data analysis methods available in the SPSS program.

• Udemy
• 6 hours 41 minutes
• On-Demand
• Paid Course

Variable Selection, Model Validation, Nonlinear Regression

Master advanced regression techniques for data-driven industries. Learn logistic, Poisson, and robust regression, generalized linear models, and model validation using R for practical applications.

• Coursera
• 20 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Deep Learning with TensorFlow

Learn TensorFlow for deep learning: from basics to advanced architectures. Master neural networks, CNNs, RNNs, and autoencoders. Practical applications in image, sound, and text processing.

• Cognitive Class
• 3 hours
• On-Demand
• Free Online Course

Kinetics-Reactor Design: Biokinetics

Explore biokinetics through cell growth, pharmacokinetics, and enzyme reactions. Learn modeling techniques and practical applications in bioreactors, drug dosing, and enzyme inhibition.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Statistics

Comprehensive statistics screencasts for engineers, covering data analysis, regression, distributions, hypothesis testing, and advanced topics with practical applications in MATLAB, Excel, and POLYMATH.

• YouTube
• 5 hours
• On-Demand
• Free Video

Mathematics

Comprehensive screencasts on advanced mathematical concepts, including equations, matrices, and regression analysis, with practical applications using Excel and POLYMATH software.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Machine Learning Basics: A Speedrun - IPAM at UCLA

Speedrun through machine learning fundamentals, covering key concepts like inductive bias, regularization, and kernel methods for both linear and nonlinear regression.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

UofU Data Science

Nonlinear Regression and Regularization in Data Mining - Spring 2023

Master nonlinear regression concepts, from polynomial mappings to regularization techniques, while learning practical implementation in Python and understanding cross-validation for model optimization.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

BIMSA

Quasi-Dynamic System Representation of Multiple Nonlinear Regression

Explore evolutionary game theory and allometric scaling to model nonlinear relationships between variables, overcoming limitations of linear regression for complex systems analysis.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

South-Central University for Nationalities

计量经济学

Master 计量经济学基础知识和应用技巧，通过17个实验掌握回归分析方法，学习使用Eviews软件进行数据分析，重点关注异方差、自相关和多重共线性的识别与处理。

• XuetangX
• On-Demand
• Free Online Course

MathWorks

Introduction to Statistical Methods with MATLAB

Get started quickly with basic descriptive statistics and data fitting.

• MATLAB Academy
• 2 hours
• Finished
• Free Certificate