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#Nonlinear Regression

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Kinetics-Reactor Design: Biokinetics

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Explore biokinetics through cell growth, pharmacokinetics, and enzyme reactions. Learn modeling techniques and practical applications in bioreactors, drug dosing, and enzyme inhibition.
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14 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Statistics

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Comprehensive statistics screencasts for engineers, covering data analysis, regression, distributions, hypothesis testing, and advanced topics with practical applications in MATLAB, Excel, and POLYMATH.
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50 Lesons
5 hours
On-Demand
Free-Video

Mathematics

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Comprehensive screencasts on advanced mathematical concepts, including equations, matrices, and regression analysis, with practical applications using Excel and POLYMATH software.
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28 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Partial Least Squares for Nonlinear Regression

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Explore dimension reduction in PLS regression for nonlinear relationships, challenging traditional views and proposing new insights into PLS-like methods for predictive modeling.
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12 Lesons
32 minutes
On-Demand
Free-Video
BIMSA

Quasi-Dynamic System Representation of Multiple Nonlinear Regression

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Explore evolutionary game theory and allometric scaling to model nonlinear relationships between variables, overcoming limitations of linear regression for complex systems analysis.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Machine Learning Basics: A Speedrun - IPAM at UCLA

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Speedrun through machine learning fundamentals, covering key concepts like inductive bias, regularization, and kernel methods for both linear and nonlinear regression.
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23 Lesons
1 hour 8 minutes
On-Demand
Free-Video
UofU Data Science

Nonlinear Regression and Regularization in Data Mining - Spring 2023

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Master nonlinear regression concepts, from polynomial mappings to regularization techniques, while learning practical implementation in Python and understanding cross-validation for model optimization.
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14 Lesons
1 hour 18 minutes
On-Demand
Free-Video