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Steve Brunton

Singular Value Decomposition

2 rewiews
Comprehensive exploration of Singular Value Decomposition, covering mathematical foundations, applications in data processing, and implementation in MATLAB and Python for various real-world scenarios.
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43 Lesons
7 hours
On-Demand
Free-Video

ArcGIS Tutorial

1 rewiews
Comprehensive ArcGIS tutorial covering various GIS techniques, from basic operations to advanced analyses, including image processing, data extraction, and web mapping.
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78 Lesons
9 hours
On-Demand
Free-Video
Steve Brunton

Data-Driven Science and Engineering

1 rewiews
Explora técnicas avanzadas de aprendizaje automático, sistemas dinámicos y control con ejemplos prácticos en Matlab y Python, basados en el libro "Data-Driven Science and Engineering" de Brunton y Kutz.
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98 Lesons
20 hours
On-Demand
Free-Video

Machine Learning

1 rewiews
Comprehensive introduction to machine learning concepts, from fundamentals to advanced techniques, with clear explanations and practical applications.
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83 Lesons
22 hours
On-Demand
Free-Video
5 Minutes Engineering

Machine Learning

1 rewiews
Comprehensive Hindi course covering machine learning fundamentals, algorithms, and practical implementations using Python, with real-world examples and solved problems.
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69 Lesons
10 hours
On-Demand
Free-Video
Harvard University

Tiling the Genome - Naming the Parts of Your Genome That Make You You

0 rewiews
Explore genomic tiling, precision medicine, and the future of DNA-based healthcare. Learn about organizing computational resources, big data platforms, and the Personal Genome Project's impact on clinical genetics.
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24 Lesons
42 minutes
On-Demand
Free-Video

High Throughput Sequencing

0 rewiews
Comprehensive playlist covering high-throughput sequencing analysis, including RNA-seq, ChIP-Seq, PCA, clustering, and statistical methods for bioinformatics and genomics research.
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27 Lesons
6 hours
On-Demand
Free-Video

Statistics and Machine Learning in R

0 rewiews
If you want to do statistics and machine learning in R, this playlist is for you, and you only. No one else is allowed to watch it.
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9 Lesons
1 hour 30 minutes
On-Demand
Free-Video
University of Oxford

Ideas for a Complex World - Anna Seigal

0 rewiews
Explore mathematical tools for understanding complex data, their applications in disease treatment, exam predictions, and advertising, and the limitations of these approaches in real-world scenarios.
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16 Lesons
48 minutes
On-Demand
Free-Video
New York University (NYU)

James-Stein Estimation of Minimum Variance Portfolios - BQE Lecture Series

0 rewiews
Explore James-Stein estimation for minimum variance portfolios, addressing optimization bias and enhancing portfolio construction techniques in quantitative finance.
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21 Lesons
1 hour 11 minutes
On-Demand
Free-Video
University of Central Florida

Face Recognition Techniques and Applications - Lecture 14

0 rewiews
Explore face recognition techniques, from simple approaches to advanced methods like PCA and Linear Discriminant Analysis. Learn about eigenvectors, image compression, and scatter matrices.
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13 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Broad Institute

Harmonization of Deeply Sequenced Genomes - MPG Primer 2023

0 rewiews
Explore genome harmonization techniques for deeply sequenced data, covering quality control, structural variants, and PCA analysis using cloud computing.
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9 Lesons
37 minutes
On-Demand
Free-Video
Great Learning

Clustering in Data Mining - K Means Clustering Algorithm - Hierarchical Clustering

0 rewiews
This "Clustering in Data Mining" tutorial will help you to comprehensively learn all the concepts related to clustering algorithms.
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6 Lesons
3 hours 37 minutes
On-Demand
Free-Video
Serrano.Academy

Unsupervised Learning

0 rewiews
Explore key unsupervised learning techniques including clustering, dimensionality reduction, and generative models. Gain insights into real-world applications like recommendation systems and image compression.
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10 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Acadgild

Python Machine Learning Tutorials

0 rewiews
Learn Python-based machine learning techniques including linear regression and principal component analysis through hands-on tutorials and practical implementations.
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4 Lesons
30 minutes
On-Demand
Free-Video

Machine Learning 1 - 2020

0 rewiews
Comprehensive introduction to machine learning fundamentals, covering probability theory, regression, classification, neural networks, clustering, and advanced topics like kernels and Gaussian processes.
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63 Lesons
21 hours
On-Demand
Free-Video
Steve Brunton

Linear Algebra

0 rewiews
Comprehensive exploration of linear algebra concepts, including SVD, Fourier analysis, and compressed sensing, with practical applications and coding examples in MATLAB and Python.
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105 Lesons
19 hours
On-Demand
Free-Video
Augmented Startups

Machine Learning Fun and Easy

0 rewiews
Explore popular machine learning concepts through engaging lectures covering regression, clustering, neural networks, and more. Gain fundamental knowledge in an accessible, enjoyable format.
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13 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Data Professor

Python Data Science Project

0 rewiews
Learn Python for data science through hands-on projects covering machine learning, web scraping, exploratory data analysis, and computational drug discovery. Gain practical skills using popular libraries and tools.
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17 Lesons
5 hours
On-Demand
Free-Video
The Julia Programming Language

Principal Component Analysis - Lecture 8

0 rewiews
Explore Principal Component Analysis: from matrix rank to SVD. Learn to measure data cloud size, understand correlated data, and navigate high-dimensional spaces using statistical techniques.
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14 Lesons
55 minutes
On-Demand
Free-Video
The Julia Programming Language

Understanding Structure in Data - Week 3

0 rewiews
Explore data structure analysis using Julia, covering matrix rank, data visualization, PCA, and building a simple recommendation engine. Gain practical insights into advanced data science concepts.
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12 Lesons
25 minutes
On-Demand
Free-Video
Great Learning

Machine Learning Full Course for Beginners

0 rewiews
Comprehensive introduction to machine learning, covering key concepts, algorithms, and practical applications using Python libraries. Ideal for beginners seeking a solid foundation in ML.
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70 Lesons
10 hours 20 minutes
On-Demand
Free-Video
Royal Tyrrell Museum of Palaeontology

Variation in the Skull of Anchiceratops

0 rewiews
Explore skull variations in Anchiceratops, examining sexual dimorphism, fossil evidence, and statistical analyses to understand dinosaur evolution and extinction implications.
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18 Lesons
30 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Covariance and Subspace Inference: Handling Robustness, Variability and Heterogeneity

0 rewiews
Explore covariance matrix inference and PCA for non-regular data, covering mixed effects models, Gaussian assumptions, outlier handling, and applications in radio-interferometry calibration and imaging.
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1 Lesons
38 minutes
On-Demand
Free-Video
Bioinformagician

Weighted Gene Co-expression Network Analysis - Step-by-Step Tutorial - Part 1

0 rewiews
Learn step-by-step Weighted Gene Co-expression Network Analysis (WGCNA) for RNA-Seq data, covering data manipulation, outlier detection, normalization, module identification, and visualization techniques.
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16 Lesons
36 minutes
On-Demand
Free-Video
Serrano.Academy

Principal Component Analysis

0 rewiews
Explore dimensionality reduction through PCA, covering variance, covariance, eigenvectors, and eigenvalues. Learn key concepts with visual explanations and practical applications in data analysis.
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13 Lesons
27 minutes
On-Demand
Free-Video
Alan Turing Institute

Parsimonious Representations in Data Science - Dr. Armin Eftekhari, University of Edinburgh

0 rewiews
Explore geometric structures in data, from linear subspace models to nonlinear approaches, for efficient data analysis and representation in the era of big data.
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14 Lesons
1 hour 53 minutes
On-Demand
Free-Video
LiquidBrain Bioinformatics

Clustering and Markers Identification for ScRNA-Seq - Seurat Package Tutorial

0 rewiews
Learn to analyze single-cell RNA-seq data using Seurat package, covering data import, QC, normalization, clustering, and marker identification. Gain insights into cell interactions and create visualizations.
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7 Lesons
23 minutes
On-Demand
Free-Video
Fields Institute

PCA for High-Dimensional Heteroscedastic Data

0 rewiews
Explore optimal weighting for PCA in high-dimensional heteroscedastic data, improving recovery of underlying components and addressing challenges in modern applications with heterogeneous datasets.
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10 Lesons
40 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.
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1 Lesons
32 minutes
On-Demand
Free-Video
Institute for Mathematical Sciences

Functional Data Analysis in Practice

0 rewiews
Explore practical applications of functional data analysis with insights from Qiwei Yao of the London School of Economics, covering key concepts and methodologies.
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1 Lesons
47 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

0 rewiews
Explore high-dimensional data analysis techniques with Bruce Walsh, focusing on advanced tools and methods for complex datasets in biological evolution and genetics.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video
Kavli Institute for Theoretical Physics

Contained Chaos - Ensemble Consistency Testing for the Community Earth System Model

0 rewiews
Explore ensemble consistency testing for climate models, focusing on the Community Earth System Model. Learn about statistical methods to evaluate model changes and ensure software quality in climate simulations.
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25 Lesons
45 minutes
On-Demand
Free-Video
Royal Tyrrell Museum of Palaeontology

Morphology, Disparity, and Evolution of Theropod Teeth in the Late Cretaceous in Alberta

0 rewiews
Explore theropod tooth evolution in Late Cretaceous Alberta through morphology and disparity analysis, revealing patterns across formations and time periods.
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23 Lesons
46 minutes
On-Demand
Free-Video
Inside Livermore Lab

A Physics-Based Reduced Order Model Capturing the Topology of Dynamical Manifolds

0 rewiews
Explore a transformational approach to dynamics using the Heisenberg Scattering Transformation, applied to create fast surrogate models for 2D pulsed power liner implosions in MagLIF.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video
UofU Data Science

Principal Component Analysis and Singular Value Decomposition - Spring 2023

0 rewiews
Master dimensionality reduction techniques through PCA and SVD, exploring multicollinearity, vector basis, and practical applications with hands-on demonstrations for effective data analysis.
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16 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Paul G. Allen School

Innovations in Theoretical Computer Science 2020 - Session 10

0 rewiews
Explores cutting-edge research in theoretical computer science, covering topics like computational hardness, random strings, decision trees, and pseudorandomness. Features presentations from leading experts in the field.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Principal Component Analysis - PCA, Step-by-Step

0 rewiews
Step-by-step guide to Principal Component Analysis (PCA), explaining its importance in data analysis and machine learning. Covers 2D and 3D data examples, PC calculation, and interpretation of results.
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11 Lesons
22 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Principal Component Analysis - PCA Clearly Explained - 2015

0 rewiews
Clear explanation of Principal Component Analysis, covering dimensions, variance, loading scores, and key concepts for interpreting PCA plots in RNA-seq data analysis.
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8 Lesons
20 minutes
On-Demand
Free-Video
LiquidBrain Bioinformatics

rRNA Sequencing Analysis and Visualization

0 rewiews
Explore microbiome analysis techniques using various tools. Learn OTU clustering, diversity analysis, PCA, AMOVA, tree plotting, and visualization with Galaxy, Krona, and MEGAN6 for comprehensive 16S rRNA sequencing insights.
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15 Lesons
44 minutes
On-Demand
Free-Video
Julia Silge

Principal Component Analysis for Hip Hop Songs With Tidymodels

0 rewiews
Implement PCA using recipes to analyze the best hip hop songs of all time, exploring Spotify data and visualizing results with tidymodels.
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14 Lesons
1 hour
On-Demand
Free-Video
Data Science Dojo

Machine Learning for Signal Processing - Data Compression and Denoising

0 rewiews
Explore machine learning for signal processing, focusing on data compression and noise removal using PCA. Learn linear algebra applications and alternative techniques for effective data analysis.
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10 Lesons
1 hour 3 minutes
On-Demand
Free-Video
MITCBMM

Dimensionality Reduction for Matrix- and Tensor-Coded Data

0 rewiews
Explore matrix and tensor factorizations for data compression, including PCA, NMF, and CP tensor decomposition. Learn theoretical foundations and practical applications in scientific domains.
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20 Lesons
54 minutes
On-Demand
Free-Video
MITCBMM

Dimensionality Reduction II

0 rewiews
Explore advanced dimensionality reduction techniques, including PCA and negentropy, with practical applications in brain and cognitive sciences. Includes exercises and research discussions.
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10 Lesons
30 minutes
On-Demand
Free-Video
Pascal Poupart

Autoencoders

0 rewiews
Explore autoencoders, from basic concepts to advanced applications, covering compression, PCA, deep architectures, sparse representations, and denoising techniques.
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8 Lesons
39 minutes
On-Demand
Free-Video
Open Data Science

Unsupervised Feature Learning with Matrix Decomposition - Aedin Culhane, PhD | ODSC East 2018

0 rewiews
Explore unsupervised learning techniques for high-dimensional data analysis, focusing on matrix factorization methods and their applications in oncology and precision medicine.
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17 Lesons
53 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Katharine Turner - PCA of Persistent Homology Rank Functions with Case Studies

0 rewiews
Explore persistent homology rank functions through PCA, featuring case studies and insights into topological data analysis techniques.
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10 Lesons
57 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

On Bayesian Models with Networks for Reconstruction and Detection

0 rewiews
Explore Bayesian models with neural networks for MRI reconstruction and outlier detection in medical imaging, focusing on network-based priors and generative modeling approaches.
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18 Lesons
33 minutes
On-Demand
Free-Video
MITCBMM

Wobbling, Drooping, Bouncing - Visual Perception of Materials and Their Properties

0 rewiews
Explore visual perception of material properties through experiments on elastic bouncing objects, examining human estimation accuracy, motion features, and internal models for predicting object behavior.
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14 Lesons
41 minutes
On-Demand
Free-Video
Forensic 365

Practical Approach for Fingerprint Recognition by Merging LBP and PCA

0 rewiews
Explore fingerprint recognition using LBP and PCA techniques for improved accuracy. Dr. Solanki demonstrates practical implementation, enhancing computer science applications in forensic analysis.
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1 Lesons
16 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.
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1 Lesons
47 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Deep Learning Applied to the Analysis of Dissolved Carbon Dioxide in Coastal Areas of the Balearic Islands

0 rewiews
Explore deep learning techniques for analyzing dissolved CO2 in Balearic coastal areas, covering self-attention, permutation convolution, and symbolic regression.
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7 Lesons
22 minutes
On-Demand
Free-Video
RSA Conference

Machine Learning Toolbox for Cybersecurity Risk Management

0 rewiews
Explore machine learning techniques for cybersecurity risk assessment, including topic modeling, word embedding, and PCA. Learn to identify unknown risks and profile incidents effectively.
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9 Lesons
30 minutes
On-Demand
Free-Video
IEEE

Residual Based Sampling for Online Low Rank Approximation

0 rewiews
Explore online low rank approximation through residual-based sampling, covering PCA, column subset selection, and online algorithms. Learn techniques for efficient data analysis and clustering.
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13 Lesons
23 minutes
On-Demand
Free-Video
GOTO Conferences

Fast Analytics On Big Data

0 rewiews
Explore fast analytics on big data using an open-source platform for in-memory distributed data processing, enabling efficient predictive modeling and analytics on large-scale datasets.
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20 Lesons
50 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Sum-of-Minimum Model: Joint Optimization of Specialized Models for Heterogeneous Data

0 rewiews
Explore joint optimization of specialized models for heterogeneous data using the sum-of-minimum approach. Learn algorithm design, performance bounds, and applications in various machine learning tasks.
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1 Lesons
26 minutes
On-Demand
Free-Video
Kubesimplify

Prometheus Certified Associate (PCA) Certification Overview and Demo

0 rewiews
Explore Prometheus certification, prepare with resources, and learn to instrument applications for data pushing to Prometheus via pushgateway. Includes demo and comprehensive course overview.
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1 Lesons
20 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Variational Inference for Fun and Profit

0 rewiews
Discover the fundamentals of variational inference in statistical analysis, exploring Bayesian techniques, SuSiE PCA methodology, and practical applications in computational genomics and regression modeling.
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1 Lesons
35 minutes
On-Demand
Free-Video
UofU Data Science

Dimensionality Reduction: Data Matrices and Projection Methods - Lecture 18

0 rewiews
Explore dimensionality reduction techniques through matrix operations, focusing on dot product projections and orthogonal basis sets for effective data transformation.
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1 Lesons
51 minutes
On-Demand
Free-Video
UofU Data Science

Random Projection in Data Mining - Spring 2023

0 rewiews
Explore random projection techniques in data mining, from PCA and SVD fundamentals to Johnson-Lindenstrauss lemma, with practical algorithms and theoretical foundations.
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10 Lesons
38 minutes
On-Demand
Free-Video
Data Science Conference

Building Decision-Making Assistants: Introduction to Recommendation Systems

0 rewiews
Explore recommendation systems from basic classification to advanced Netflix-style matrix factorization, covering content filtering, collaboration models, SVD, and PCA techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
BIMSA

An ℓp Theory of PCA and Spectral Clustering

0 rewiews
Explore an advanced $\ell_p$ theory of PCA, improving upon vanilla PCA for heteroscedastic noises and yielding optimal bounds for spectral clustering and community detection.
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1 Lesons
49 minutes
On-Demand
Free-Video
NCCR SwissMAP

Bayesian Limits in Structured PCA and How to Reach Them - Workshop on Spin Glasses

0 rewiews
Explore Bayesian limits in structured PCA and techniques to achieve them, presented by J. Barbier from ICTP Trieste.
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1 Lesons
43 minutes
On-Demand
Free-Video
UofU Data Science

Dimensionality Reduction: Rank-k Approximation and Eigen-decomposition - Lecture 20

0 rewiews
Dive into advanced dimensionality reduction techniques, exploring rank-k approximation, eigen-decomposition, and power method applications in data analysis.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Dimensionality Reduction: Principal Component Analysis and Multidimensional Scaling - Lecture 21

0 rewiews
Master dimensionality reduction techniques through Principal Component Analysis (PCA) and Multidimensional Scaling (MDS), exploring their applications in data analysis and visualization.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
UofU Data Science

Data Mining: Frequent Directions and Random Projections - Spring 2023

0 rewiews
Explore dimensionality reduction techniques through random projections, frequent directions, and SVD, with practical applications including the Linformer architecture for data mining.
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12 Lesons
1 hour 19 minutes
On-Demand
Free-Video
ChemicalQDevice

QiML 2.0: Speed-Ups, Scalability, and Performance for New Machine Learning Era

0 rewiews
Explore quantum-inspired machine learning advancements, including dequantized algorithms, tensor network approximations, and scalability improvements for healthcare applications and complex systems.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
ChemicalQDevice

Tensor Networks vs. PCA and PLS for High Dimensional Medical Datasets

0 rewiews
Explore dimensionality reduction techniques for high-dimensional medical data. Compare tensor networks with PCA and PLS, gaining insights on their applications and effectiveness in handling complex datasets.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Spectral Learning

0 rewiews
Explore spectral learning techniques and their applications in machine learning and data analysis with Lorenzo Chicchi's comprehensive lecture.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Fields Institute

Quantitative Approach for Measuring Student Engagement in E-learning Platforms

0 rewiews
Discover a data-driven approach to measuring student engagement in e-learning platforms, exploring behavioral patterns, trajectory analysis, and intervention strategies for K12 math education.
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1 Lesons
36 minutes
On-Demand
Free-Video