Clustering Algorithms Courses and Certifications

Microsoft Azure Data Explorer - Advanced KQL

16 ratings at Pluralsight

In this course, you will learn advanced topics in the Kusto Query Language from within the Azure Data Explorer.

• Pluralsight
• 2 hours 51 minutes
• On-Demand
• Free Trial Available

Great Learning

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

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.

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

Great Learning

Unsupervised Learning - Clustering and Association Algorithms in Machine Learning

In this tutorial, we will help you to cover every concept related to Unsupervised Learning.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Great Learning

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

This "Clustering in Data Mining" tutorial will help you to comprehensively learn all the concepts related to clustering algorithms.

• YouTube
• 3 hours 37 minutes
• On-Demand
• Free Video

Simons Institute

K-Means and K-Medians Under Dimension Reduction

Explore k-means and k-medians clustering algorithms under dimension reduction, examining distortion graphs, cost analysis, and combinatorial lemmas for robust high-dimensional statistics.

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

Black Hat

Beyond the Blacklists - Detecting Malicious URL Through Machine Learning

Explore machine learning techniques for detecting malicious URLs beyond traditional blacklists, focusing on HTTP-based communications and behavioral modeling for improved malware detection.

• YouTube
• 51 minutes
• On-Demand
• Conference Talk

Applied Algebraic Topology Network

Practical Clustering and Topological Data Analysis

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.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Applied Algebraic Topology Network

Hierarchical Clustering on Asymmetric Networks

Explore hierarchical clustering techniques for asymmetric networks, examining methodologies and applications in data analysis and network science.

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

OPENPediatrics

Biomarkers and Enrichment for Sepsis Trials

Explore biomarkers and enrichment strategies for sepsis trials, focusing on the PERSEVERE risk model and its application in clinical research and patient stratification.

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

LASCON

Malware Clustering - Static and Dynamic Behavior Analysis

Explore innovative malware clustering techniques using static and dynamic behavior analysis, machine learning, and similarity search for robust, scalable, and repeatable results.

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

Association for Computing Machinery (ACM)

Evaluation and Refinement of Clustered Search Results with the Crowd

Innovative approach using crowdsourcing to evaluate and improve clustered search results, enhancing user exploration and discovery in large result sets.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fair Clustering via Equitable Group Representations

Explore equitable group representations in fair clustering algorithms, addressing bias and promoting fairness in machine learning applications.

• YouTube
• 16 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Socially Fair k-Means Clustering

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.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

USENIX

CloudCluster - Unearthing the Functional Structure of a Cloud Service

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.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

IEEE

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

Explore robust clustering techniques for Gaussian mixtures and non-spherical distributions, covering TV-separation, anti-concentration, and sum-of-squares relaxation methods.

• YouTube
• 29 minutes
• On-Demand
• Conference Talk