Clustering Algorithms Courses and Certifications

Python for Data Science & Machine Learning: Zero to Hero

861 ratings at Udemy

Master Data Science & Machine Learning in Python: Numpy, Pandas, Matplotlib, Scikit-Learn, Machine Learning, and more!

• Udemy
• 6 hours 1 minute
• Self-Paced
• Paid Course

Instituto de Matemática Pura e Aplicada

Agrupamentos Explicáveis e Agrupamentos Hierárquicos

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.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Machine Learning using Python: A Comprehensive Course

223 ratings at Udemy

Learn core concepts of Machine Learning. Apply ML techniques to real-world problems and develop AI/ML based applications

• Udemy
• 2 days 15 hours 24 minutes
• Self-Paced
• Paid Course

Google TechTalks

Tree Learning: Optimal Algorithms and Sample Complexity - Hierarchical Clustering and PAC Learning

Explore optimal algorithms and sample complexity for learning hierarchical tree representations from labeled data, covering PAC learning, online learning, and efficient tree classifier construction.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Centre for Networked Intelligence, IISc

Fair Clustering: Notations and Algorithms

Explore fair clustering algorithms and their role in preventing discriminatory outcomes in machine learning applications, focusing on group fairness and equal representation across clusters.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Simons Institute

Sublinear Algorithms for Correlation Clustering

Explore sublinear algorithms for correlation clustering, focusing on a 3+eps approximation method using LCA probes, MPC rounds, and dynamic updates. Analyze technical results for maximal independent set computation.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Inside Livermore Lab

Algorithms and Applications of Edge-Colored Hypergraph Clustering

Explore edge-colored hypergraph clustering algorithms for categorizing individuals based on multiway interactions with categorical labels and their real-world applications.

• YouTube
• 1 hour
• Self-Paced
• Free Video

UofU Data Science

K-Means and Friends - Assignment-Based Clustering Algorithms - L9

Explore k-means clustering algorithms including k-median, k-mediod, and k-center formulations with Gonzalez and Lloyd's algorithms plus k-means++ initialization techniques.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Madras

Manufacturing Systems Management

Comprehensive exploration of manufacturing systems, covering cellular manufacturing, JIT, synchronous manufacturing, and flexible systems, with focus on optimization and efficiency.

• YouTube
• 1 day 10 hours
• Self-Paced
• Free Video

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
• Self-Paced
• Free Video

Complexity Explorer

Introduction to Renormalization

Discover mathematical techniques for simplifying complex systems by systematically removing irrelevant details while preserving essential physics across scales.

• YouTube
• 4 hours 36 minutes
• Self-Paced
• Free Video

Introducción a la Minería de Datos

1323 ratings at Coursera

Aprende conceptos y algoritmos de Minería de Datos, explorando bases reales y desarrollando habilidades básicas de un científico de datos para abrir puertas al futuro profesional.

• Coursera
• 3 days 6 hours 6 minutes
• Self-Paced
• Paid Course

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

Explore person re-identification and tracking across multiple cameras, covering classification networks, loss functions, and innovative approaches for various camera configurations.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Bioinformagician

Single-Cell Trajectory Analysis Using Monocle3 and Seurat - Step-by-Step Tutorial

Step-by-step tutorial on single-cell trajectory analysis using Monocle3 and Seurat. Covers theory, workflow, and practical implementation in R, including data processing, visualization, and gene expression analysis along trajectories.

• YouTube
• 49 minutes
• Self-Paced
• 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
• Self-Paced
• Conference Talk