Главная
Study mode:
on
You
History
Saved
In progress 0 courses
compleat 0 courses
#Art & Design #Adobe #ChatGPT #GitHub

#Chemometrics

Showing: 27 courses
Chemometrics & Machine Learning in Copenhagen

Basic Definition of Multivariate Data Analysis - Chemometrics

1 rewiews
Explore fundamental concepts of multivariate data analysis and chemometrics, including univariate vs. multivariate data, latent variables, and their applications in analytical chemistry.
Add to list
1 Lesons
26 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing Revisited

0 rewiews
Explore new developments in chemometric preprocessing, including multi-block strategies and Variable Sorting for Normalization, to reduce unwanted variability in experimental data.
Add to list
14 Lesons
55 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Low Rank Tensor Methods in High Dimensional Data Analysis

0 rewiews
Explore low rank tensor methods for analyzing high-dimensional data in various fields. Learn about recent progress, challenges, and applications in extracting information from multilinear arrays.
Add to list
1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Introduction to Chemometrics - Historical Lecture by Bruce Kowalski

0 rewiews
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.
Add to list
1 Lesons
1 hour 53 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing: Centering and Scaling in Chemometric Machine Learning

0 rewiews
Learn techniques for centering and scaling data to enhance information in chemometric machine learning contexts like PCA and PLS models.
Add to list
1 Lesons
32 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Partial Least Squares for Nonlinear Regression

0 rewiews
Explore dimension reduction in PLS regression for nonlinear relationships, challenging traditional views and proposing new insights into PLS-like methods for predictive modeling.
Add to list
12 Lesons
32 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Classical and Generalized Least Squares

0 rewiews
Explore advanced least squares techniques for analytical chemistry, including applications in microplastics detection and spectral analysis of biological samples.
Add to list
24 Lesons
52 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

The Cage of Covariance

0 rewiews
Explore strategies for handling correlated variables in data analysis, including orthogonalization techniques and predictive component methods.
Add to list
12 Lesons
44 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Fusing Calibration Models

0 rewiews
Explore techniques for merging multiple calibration models to improve efficiency and robustness in quality control, with a focus on balancing simplicity and prediction accuracy.
Add to list
7 Lesons
36 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Shift-Invariant Trilinearity and Soft Shift-Invariant Trilinearity in GC-MS Data Analysis

0 rewiews
Explore a novel method for shift-invariant non-negative tensor factorization in GC-MS data analysis, offering faster peak resolution and flexible modeling of elution profile changes.
Add to list
1 Lesons
45 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

PARADISe 5.7 Beta for Untargeted GC-MS Analysis

0 rewiews
Explore the revamped PARADISe 5.7 beta for enhanced untargeted GCMS data analysis, offering improved information extraction and advanced features for comprehensive analytical insights.
Add to list
1 Lesons
25 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Variable Selection in PLS_Toolbox - Part 3

0 rewiews
Explore advanced techniques for variable selection in PLS_Toolbox, enhancing your data analysis skills and improving model performance.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing: Derivatives and Baseline Removal in Spectral Analysis

0 rewiews
Learn techniques for removing baselines and artifacts from data, enhancing signal quality and improving analytical results in chemometrics and machine learning.
Add to list
1 Lesons
28 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Variable Selection in Multivariate Data Analysis - Part 1

0 rewiews
Explore key methods for variable selection in multivariate data analysis, including a-priori, a-posteriori, and model-based approaches. Learn their importance and applications.
Add to list
1 Lesons
29 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Variable Selection in Chemometrics: Advanced Methodologies - Part 2

0 rewiews
Advanced methodologies for variable selection in chemometrics, including genetic algorithms, jack-knifing, and iPLS, building on fundamental concepts.
Add to list
1 Lesons
27 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

The Black Hole Effect in MCR with Raffaele Vitale

0 rewiews
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.
Add to list
1 Lesons
46 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

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

0 rewiews
Explore computational approaches to enhance LC-MS/MS spectral matching using chemometrics and deep learning for improved molecular structure prediction and compound identification.
Add to list
1 Lesons
1 hour
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

TUSCA: A Method for Tucker3 Modeling with ASCA+ - Webinar

0 rewiews
Explore TUSCA, a novel method combining Tucker3 and ASCA+ for analyzing multi-way datasets from designed experiments, enhancing interpretation and visualization of complex data structures.
Add to list
1 Lesons
56 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Chemotools - Integrating Chemometrics and Scikit-Learn for Spectral Data Analysis

0 rewiews
Explore chemotools, a Python library unifying chemometrics and machine learning for spectral data analysis, streamlining model development and implementation in the scientific community.
Add to list
1 Lesons
54 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

ExpertPLS - A MATLAB Toolbox for Spectral Preprocessing Selection

0 rewiews
Automated MATLAB toolbox for spectral preprocessing selection, quantifying noise and scatter effects to optimize PLS models efficiently and objectively, surpassing trial-and-error methods.
Add to list
14 Lesons
53 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Statistical Inference of Omics Data with Variable-Selection

0 rewiews
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.
Add to list
13 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing - Warping Data

0 rewiews
Learn about Correlation Optimized Warping (COW) for aligning misaligned data, including its principles, parameters, and applications in bilinear models and data preprocessing.
Add to list
7 Lesons
22 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

PLS Number of Components

0 rewiews
Learn validation techniques for PLS models, including outlier detection, error measures, cross-validation, and practical tips for selecting the optimal number of components.
Add to list
8 Lesons
26 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Multi-Way Analysis - The Algorithm

0 rewiews
Explore the alternating least squares algorithm for multi-way analysis, focusing on PARAFAC modeling in chemometrics. Learn about notation, potential problems, and alternative approaches.
Add to list
5 Lesons
22 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Randomization - Speeding Up Huge Problems

0 rewiews
Explore data reduction techniques for analyzing large datasets efficiently, focusing on randomized sub-sampling and local-rank approximations in PCA and sparse-PCA contexts.
Add to list
1 Lesons
47 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

LASSO in One Hour

0 rewiews
Discover sparse modeling techniques for linear regression, PLS, and PCA with the LASSO method in this concise introduction.
Add to list
1 Lesons
56 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Few-Shot Classification Using Tensor Completion

0 rewiews
Explore tensor-based modeling for enhanced classification performance, especially with limited training data, outperforming traditional methods.
Add to list
1 Lesons
27 minutes
On-Demand
Free-Video