Chemometrics & Machine Learning in Copenhagen Courses

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

LASSO in One Hour

Discover sparse modeling techniques for linear regression, PLS, and PCA with the LASSO method in this concise introduction.

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

ASCA in One Hour

Explore Anova Simultaneous Components Analysis (ASCA), a powerful tool for analyzing multivariate data from designed experiments, in this comprehensive one-hour overview.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Linear Regression with One X-Variable - Lecture 21

Explore simple linear regression using R, learning its powerful applications and detailed implementation in data analysis.

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

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

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

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

Preprocessing: Centering and Scaling in Chemometric Machine Learning

Learn techniques for centering and scaling data to enhance information in chemometric machine learning contexts like PCA and PLS models.

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

T-Test: Fundamentals and Applications - Lecture 9

Explore the fundamentals and practical applications of t-tests in statistical analysis, enhancing your ability to interpret and conduct hypothesis testing effectively.

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

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

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

Statistical Inference of Omics Data with Variable-Selection

Learn statistical inference techniques for omics data analysis, focusing on variable selection methods to enhance spectral matching and predict molecular structures from LC-MS/MS spectra using chemometrics and deep learning approaches.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Joint Tensor Alignment and Coupled Factorization

Explore joint tensor alignment and coupled factorization for analyzing coupled datasets with unknown entity correspondence, outperforming multi-stage approaches in data mining applications.

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

Anomaly Detection in Hyperspectral Imaging - Neal Gallagher

Explore advanced anomaly detection techniques in hyperspectral imaging, focusing on GLS, ELS, and WPCA methods for improved sensitivity and selectivity in detecting minor signals within complex mixtures.

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

Preprocessing Revisited

Explore new developments in chemometric preprocessing, including multi-block strategies and Variable Sorting for Normalization, to reduce unwanted variability in experimental data.

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