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#Clustering Algorithms

Showing: 34 courses

Machine Learning

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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
NPTEL

Manufacturing Systems Management

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Comprehensive exploration of manufacturing systems, covering cellular manufacturing, JIT, synchronous manufacturing, and flexible systems, with focus on optimization and efficiency.
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40 Lesons
1 day 10 hours
On-Demand
Free-Video
University of Central Florida

Person Re-Identification and Tracking in Multiple Non-Overlapping Cameras - Keynote

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Explore person re-identification and tracking across multiple cameras, covering classification networks, loss functions, and innovative approaches for various camera configurations.
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25 Lesons
52 minutes
On-Demand
Free-Video
Broad Institute

Interpretable Clustering of Single-Cell Transcriptomes - NNFC Workshop

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Explore interpretable clustering techniques for single-cell transcriptomes with Jesper Madsen, enhancing understanding of genomic mechanisms and data integration.
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1 Lesons
55 minutes
On-Demand
Free-Video
Great Learning

Python for Data Science - Data Science with Python - Python for Data Analysis

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Data science with python starts focuses on an introduction to Python and Python IDEs, followed by looking at data structures in Python. Then we look at object-oriented programming.
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13 Lesons
10 hours 56 minutes
On-Demand
Free-Video
Great Learning

Unsupervised Learning - Clustering and Association Algorithms in Machine Learning

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In this tutorial, we will help you to cover every concept related to Unsupervised Learning.
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5 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Great Learning

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

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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
Banach Center

Contrastive Hierarchical Clustering

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Explore Contrastive Hierarchical Clustering techniques and applications in this insightful conference talk by Przemysław Rola from the University of Economics in Krakow.
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1 Lesons
30 minutes
On-Demand
Free-Video
OPENPediatrics

Biomarkers and Enrichment for Sepsis Trials

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Explore biomarkers and enrichment strategies for sepsis trials, focusing on the PERSEVERE risk model and its application in clinical research and patient stratification.
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19 Lesons
20 minutes
On-Demand
Free-Video
LASCON

Malware Clustering - Static and Dynamic Behavior Analysis

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Explore innovative malware clustering techniques using static and dynamic behavior analysis, machine learning, and similarity search for robust, scalable, and repeatable results.
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11 Lesons
49 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Practical Clustering and Topological Data Analysis

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Explore clustering algorithms and topological data analysis from a data science perspective, covering techniques from k-means to DBSCAN and dimensionality reduction methods like UMAP.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Topological Data Analysis on Dynamic Brain Networks

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Explore topological data analysis for dynamic brain networks, learning to cluster networks into states and analyze temporal changes using Wasserstein distance. Gain insights into state space estimation and heritability of network changes.
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1 Lesons
51 minutes
On-Demand
Free-Video
Fields Institute

Local Graph Clustering with Noisy Labels

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Explore techniques for local graph clustering with noisy labels, focusing on applications in complex networks and data analysis.
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1 Lesons
20 minutes
On-Demand
Free-Video
Simons Institute

Subspace Clustering Using Ensembles of K-Subspaces

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Explore subspace clustering techniques, focusing on K-Subspaces ensembles. Learn about applications, results, and comparisons with other algorithms in this insightful talk by Laura Balzano.
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16 Lesons
34 minutes
On-Demand
Free-Video
Simons Institute

K-Means and K-Medians Under Dimension Reduction

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Explore k-means and k-medians clustering algorithms under dimension reduction, examining distortion graphs, cost analysis, and combinatorial lemmas for robust high-dimensional statistics.
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17 Lesons
42 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Hierarchical Clustering on Asymmetric Networks

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Explore hierarchical clustering techniques for asymmetric networks, examining methodologies and applications in data analysis and network science.
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1 Lesons
1 hour
On-Demand
Free-Video
Simons Institute

A Cost Function for Similarity-Based Hierarchical Clustering

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Explore a novel cost function for similarity-based hierarchical clustering, examining its theoretical properties and practical implications for machine learning algorithms.
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1 Lesons
41 minutes
On-Demand
Free-Video
IEEE

Near Linear Time Approximation Schemes for Clustering in Doubling Metrics

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Explore efficient approximation algorithms for clustering problems in doubling metrics, focusing on near-linear time solutions and their theoretical foundations.
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1 Lesons
19 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Improving K-Means Clustering via Simple Iterative Optimization

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Explore advanced k-means clustering techniques through simple iterative optimization, enhancing computational genomics analysis and machine learning applications.
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1 Lesons
40 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Socially Fair k-Means Clustering

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Explore socially fair k-means clustering algorithms, addressing fairness in machine learning and data analysis. Learn about innovative approaches to balance accuracy and social equity in clustering techniques.
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1 Lesons
21 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fair Clustering via Equitable Group Representations

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Explore equitable group representations in fair clustering algorithms, addressing bias and promoting fairness in machine learning applications.
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1 Lesons
16 minutes
On-Demand
Free-Video
IEEE

Outlier-Robust Clustering of Gaussians and Other Non-Spherical Mixtures

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Explore robust clustering techniques for Gaussian mixtures and non-spherical distributions, covering TV-separation, anti-concentration, and sum-of-squares relaxation methods.
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14 Lesons
29 minutes
On-Demand
Free-Video
Black Hat

Beyond the Blacklists - Detecting Malicious URL Through Machine Learning

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Explore machine learning techniques for detecting malicious URLs beyond traditional blacklists, focusing on HTTP-based communications and behavioral modeling for improved malware detection.
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13 Lesons
51 minutes
On-Demand
Free-Video
USENIX

CloudCluster - Unearthing the Functional Structure of a Cloud Service

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Unearths cloud service functional structure using VM-to-VM traffic matrix clustering. Aids management by revealing design patterns, enabling cost reduction, and identifying anomalies and misconfigurations.
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25 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Evaluation and Refinement of Clustered Search Results with the Crowd

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Innovative approach using crowdsourcing to evaluate and improve clustered search results, enhancing user exploration and discovery in large result sets.
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1 Lesons
22 minutes
On-Demand
Free-Video
ACM SIGPLAN

Proving and Disproving Equivalence of Functional Programming Assignments

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Explore an automated approach for verifying programming assignments using equivalence checking, functional induction, and clustering algorithms. Learn how to prove correctness and provide counterexamples efficiently.
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1 Lesons
20 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Analysis of SARS-CoV-2 Sequencing Data

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Explore advanced techniques for analyzing SARS-CoV-2 sequencing data, including haplotype assembly, phylogeny reconstruction, variant identification, and network representation of genomic information.
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1 Lesons
41 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Methods for Disease Analysis Using Multiomic Data

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Explore advanced methods for analyzing diseases using multiomic data, focusing on clustering algorithms, cancer subtyping, and driver gene prioritization.
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1 Lesons
38 minutes
On-Demand
Free-Video
NashKnolX

Exploring Clustering Algorithms in Machine Learning

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Dive into clustering algorithms, exploring principles and real-world applications. Learn various types, including K-means, and understand how to implement and evaluate them effectively.
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18 Lesons
41 minutes
On-Demand
Free-Video
Institut Henri Poincaré

New Directions in Correlation Clustering and Biclustering

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Explore advanced techniques in correlation clustering and biclustering, focusing on novel approaches and applications in data analysis and machine learning.
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1 Lesons
37 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

On Clustering scRNA-seq Data

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Explore challenges and strategies in clustering single-cell RNA sequencing data, focusing on the k-cluster method's effectiveness for analyzing neuronal datasets in fruit flies.
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1 Lesons
53 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Agrupamentos Explicáveis e Agrupamentos Hierárquicos

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Explore os fundamentos teóricos e práticos de agrupamentos explicáveis e hierárquicos, abordando técnicas probabilísticas e métodos de ligação para análise eficiente de dados e computação.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
UofU Data Science

K-means Clustering and Validation Methods in Data Mining - Spring 2023

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Master clustering algorithms through k-means, k-medoids, and Lloyd's algorithm, including initialization techniques, validation methods, and performance metrics for effective data mining applications.
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15 Lesons
1 hour 19 minutes
On-Demand
Free-Video
BIMSA

Classic Problems with Modern Techniques - Prize-collecting Framework

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Explore state-of-the-art approximation algorithms for classic network design problems using modern techniques, from clustering to recursive methodologies.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video