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

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
• Paid Course

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

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

Microsoft Excel - Excel Data Analysis Expert (Accredited)

3504 ratings at Udemy

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

• Udemy
• 7 hours 34 minutes
• On-Demand
• Paid Course

Modern Statistical Computing and Regression Modeling in R

Discover statistical computing with R, Excel, Tableau, and Jupyter Notebooks while mastering Monte Carlo methods and regression analysis through hands-on practice with real datasets.

• Coursera
• 11 hours 6 minutes
• On-Demand
• Paid Course

Advanced Data Science Techniques in SPSS

206 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

Microcredential

Advanced Statistical Techniques for Data Science

48 ratings at Coursera

Master advanced statistical techniques for data science including regression, model diagnostics, variable selection, Bayesian statistics, and data preparation for complex analysis.

• Coursera
• 16 weeks, 10 hours a week
• On-Demand
• Paid Course
• 5 courses

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

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

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

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

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

应用回归分析

Master regression analysis techniques with practical examples from sociology, economics, education, and psychology to enhance problem-solving abilities in real-world scenarios.

• XuetangX
• On-Demand
• Free Online Course