Chemometrics Courses and Certifications

Chemometrics & Machine Learning in Copenhagen

Basic Definition of Multivariate Data Analysis - Chemometrics

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Explore fundamental concepts of multivariate data analysis and chemometrics, including univariate vs. multivariate data, latent variables, and their applications in analytical chemistry.

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

Chemometrics & Machine Learning in Copenhagen

Introduction to Chemometrics - Historical Lecture by Bruce Kowalski

Explore the foundations of chemometrics with Bruce Kowalski's 1991 lecture, covering key concepts like CLS, PLS, regression, and neural networks that remain relevant in modern data science.

• YouTube
• 1 hour 53 minutes
• On-Demand
• Free Video

Chemometrics & Machine Learning in Copenhagen

Variable Selection in Chemometrics: Advanced Methodologies - Part 2

Advanced methodologies for variable selection in chemometrics, including genetic algorithms, jack-knifing, and iPLS, building on fundamental concepts.

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

Chemometrics & Machine Learning in Copenhagen

Chemometrics and Molecular Fingerprints to Enhance LC-MS/MS Spectral Match

Explore computational approaches to enhance LC-MS/MS spectral matching using chemometrics and deep learning for improved molecular structure prediction and compound identification.

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

Chemometrics & Machine Learning in Copenhagen

Partial Least Squares Regression - PLS-R

Master PLS-R fundamentals, validation techniques, preprocessing methods, and variable selection for effective chemometric analysis and machine learning applications.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Chemometrics & Machine Learning in Copenhagen

Preprocessing of Chemometric Data

Discover essential chemometric data preprocessing techniques including centering, scaling, normalization, derivatives, and automated alignment methods.

• YouTube
• 1 hour 54 minutes
• On-Demand
• Free Video

Chemometrics & Machine Learning in Copenhagen

Multi-way Analysis and PARAFAC Model

Discover multi-way data analysis and master the PARAFAC model for advanced chemometrics applications with hands-on MATLAB implementation and practical examples.

• YouTube
• 2 hours 56 minutes
• On-Demand
• Free Video

Chemometrics & Machine Learning in Copenhagen

PARADISe 5.7 Beta for Untargeted GC-MS Analysis

Explore the revamped PARADISe 5.7 beta for enhanced untargeted GCMS data analysis, offering improved information extraction and advanced features for comprehensive analytical insights.

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

Chemometrics & Machine Learning in Copenhagen

Preprocessing: Derivatives and Baseline Removal in Spectral Analysis

Learn techniques for removing baselines and artifacts from data, enhancing signal quality and improving analytical results in chemometrics and machine learning.

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

Chemometrics & Machine Learning in Copenhagen

Variable Selection in Multivariate Data Analysis - Part 1

Explore key methods for variable selection in multivariate data analysis, including a-priori, a-posteriori, and model-based approaches. Learn their importance and applications.

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

Chemometrics & Machine Learning in Copenhagen

The Black Hole Effect in MCR with Raffaele Vitale

Exploring the black hole effect in Multivariate Curve Resolution, its impact on data analysis, and strategies to overcome this phenomenon in chemometrics and machine learning.

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

Chemometrics & Machine Learning in Copenhagen

Variable Selection in PLS_Toolbox - Part 3

Explore advanced techniques for variable selection in PLS_Toolbox, enhancing your data analysis skills and improving model performance.

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

Chemometrics & Machine Learning in Copenhagen

Classical and Generalized Least Squares

Explore advanced least squares techniques for analytical chemistry, including applications in microplastics detection and spectral analysis of biological samples.

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

Chemometrics & Machine Learning in Copenhagen

The Cage of Covariance

Explore strategies for handling correlated variables in data analysis, including orthogonalization techniques and predictive component methods.

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

Chemometrics & Machine Learning in Copenhagen

Fusing Calibration Models

Explore techniques for merging multiple calibration models to improve efficiency and robustness in quality control, with a focus on balancing simplicity and prediction accuracy.

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