Unsupervised Machine Learning Courses and Certifications

Unsupervised Machine Learning: Unlocking the Potential of Data

Unlock untapped data potential through unsupervised ML techniques, generative models, and representation learning to drive AI initiatives and build interpretable models for your organization.

• GetSmarter
• 6 weeks, 7 hours a week
• 18th Mar, 2026
• Paid Course

Python Data Science: Unsupervised Machine Learning

374 ratings at Udemy

Learn Python for data science & machine learning, and build unsupervised learning models w/ a top Python instructor!

• Udemy
• 16 hours 47 minutes
• On-Demand
• Paid Course

Databricks

Unsupervised Machine Learning for Scaling Data Quality Monitoring in Databricks

Explore unsupervised ML algorithms for scalable data quality monitoring in Databricks, covering implementation, strengths, weaknesses, and practical applications for effective data management.

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

Cluster Analysis and Unsupervised Machine Learning in Python

5235 ratings at Udemy

Data science techniques for pattern recognition, data mining, k-means clustering, and hierarchical clustering, and KDE.

• Udemy
• 7 hours 57 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning Hidden Markov Models in Python

4396 ratings at Udemy

HMMs for stock price analysis, language modeling, web analytics, biology, and PageRank.

• Udemy
• 9 hours 48 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning

359 ratings at Coursera

Explore unsupervised machine learning techniques, including clustering and dimensionality reduction, to uncover insights from unlabeled data. Gain hands-on experience with algorithms and best practices.

• Coursera
• 22 hours 41 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning : With 2 Capstone ML Projects

87 ratings at Udemy

Learn Complete Unsupervised ML: Clustering Analysis and Dimensionality Reduction

• Udemy
• 2 hours 59 minutes
• On-Demand
• Paid Course

Brown University;  Georgia Tech

Machine Learning: Unsupervised Learning

3 reviews

Ever wonder how Netflix can predict what movies you'll like? Or how Amazon knows what you want to buy before you do? The answer can be found in Unsupervised Learning!

• Udacity
• 5 hours
• On-Demand
• Free Online Course

Intro to Unsupervised Machine Learning

Master unsupervised machine learning through hands-on practice with clustering, dimensionality reduction, and advanced algorithms using the Iris dataset for practical data analysis applications.

• CodeSignal
• 5 hours
• On-Demand
• Free Certificate

Data Science Dojo

Search Query Expansion Using Natural Language Processing and Machine Learning

Explore advanced NLP techniques for enterprise search query expansion, leveraging unsupervised machine learning to analyze term relationships and improve complex technical content discovery.

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

Kavli Institute for Theoretical Physics

Unsupervised Learning for Stellar Spectra with Deep Normalizing Flows - Jo Ciuca

Explore unsupervised machine learning techniques for analyzing stellar spectra using deep normalizing flows, with applications in galaxy evolution and big data astronomy.

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

Machine Learning for Data Analysis: Unsupervised Learning

1562 ratings at Udemy

Machine Learning made simple with Excel! Unsupervised learning topics for advanced data analysis & business intelligence

• Udemy
• 2 hours
• On-Demand
• Paid Course

sentdex

Unsupervised Machine Learning - Flat Clustering with KMeans with Scikit-Learn and Python

Explore flat clustering with KMeans using Scikit-learn and Python. Learn to categorize unlabeled data into specified groups through hands-on coding and visualization techniques.

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

Introduction to Machine Learning: Unsupervised Learning

Explore unsupervised machine learning techniques for dimensionality reduction, clustering, and latent feature discovery. Apply these methods to real-world scenarios like recommender systems using Python.

• Coursera
• 14 hours 54 minutes
• On-Demand
• Paid Course

Packt

Cluster Analysis and Unsupervised Machine Learning in Python

Master clustering algorithms and unsupervised machine learning techniques in Python, from K-Means to Gaussian Mixture Models, with hands-on implementation and real-world applications.

• Coursera
• 13 hours 39 minutes
• On-Demand
• Paid Course