Clustering Algorithms Courses and Certifications

Machine Learning (beginner to guru)

120 ratings at Udemy

Deep dive into Machine Learning with Python Programming. Implement practical scenarios & a project on Recommender System

• Udemy
• 1 day 3 minutes
• On-Demand
• Paid Course

AI Workflow: Feature Engineering and Bias Detection

77 ratings at Coursera

Learn feature engineering, bias detection, and unsupervised learning techniques for AI workflows. Gain skills in handling class imbalances, dimension reduction, and data visualization for effective pattern recognition and data mining.

• Coursera
• 12 hours 16 minutes
• On-Demand
• Paid Course

Coursera Microcredential

Product Analytics Unlocked: Metrics to Meaningful Insight

Master product analytics through SQL pipelines, A/B testing, user segmentation, and strategic frameworks to drive data-driven product decisions and business impact.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 4 courses

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
• On-Demand
• 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
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Python ile Makine Öğrenmesi

4900 ratings at Udemy

Yapay zeka, veri bilimi ve machine learning kavramlarını gerçek hayat problemleri üzerinden uygulayarak öğreneceksiniz.

• Udemy
• 22 hours 21 minutes
• On-Demand
• Paid Course

Inteligência Artificial e Machine Learning: O Guia Completo

1550 ratings at Udemy

Quer estudar IA e não sabe por onde começar? Aqui você aprende tudo o que precisa saber sobre a área na teoria e prática

• Udemy
• 1 day 1 hour 20 minutes
• On-Demand
• Paid Course

Introducción a la Minería de Datos

1321 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
• On-Demand
• Paid Course