Unsupervised Learning Courses

Unsupervised Algorithms in Machine Learning

In this course, we will learn selected unsupervised learning methods for dimensionality reduction, clustering, finding latent features, and application cases such as recommender system with hands-on examples of product recommendation algorithms. This co…

• Coursera
• 38 hours worth of material, 4 weeks long
• 5 days from now (22nd Aug)
• Free Online Course (Audit)

Unsupervised Text Classification for Marketing Analytics

Marketing data is often so big that humans cannot read or analyze a representative sample of it to understand what insights might lie within. In this course, learners use unsupervised deep learning to train algorithms to extract topics and insights from…

• Coursera
• 13 hours worth of material, 5 weeks long
• 5 days from now (22nd Aug)
• Free Online Course (Audit)

IIT Madras;  NPTEL

Machine Learning

1 review

In this course we intend to introduce some of the basic concepts of machine learning from a mathematically well motivated perspective. We will cover the different learning paradigms and some of the more popular algorithms and architectures used in each o…

• YouTube
• 36 hours worth of material
• Self paced
• Free Online Course

Serrano.Academy

Unsupervised Learning

Syllabus: Gaussian Mixture Models. Clustering: K-means and Hierarchical. Principal Component Analysis (PCA). How does Netflix recommend movies? Matrix Factorization. Latent Dirichlet Allocation (Part 1 of 2). Training Latent Dirichlet Allocation: Gibbs S…

• YouTube
• 4-5 hours worth of material
• Self paced
• Free Online Course

Brown;  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
• 4 weeks long
• Self paced
• Free Online Course

Unsupervised Machine Learning

137 ratings at Coursera

This course introduces you to one of the main types of Machine Learning: Unsupervised Learning. You will learn how to find insights from data sets that do not have a target or labeled variable. You will learn several clustering and dimension reduction al…

• Coursera
• 13 hours worth of material, 3 weeks long
• 15th Aug, 2022
• Free Online Course (Audit)

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

90 ratings at Coursera

In the third course of the Machine Learning Specialization, you will: • Use unsupervised learning techniques for unsupervised learning: including clustering and anomaly detection. • Build recommender systems with a collaborative filtering approach and a…

• Coursera
• 27 hours worth of material, 3 weeks long
• 27th Jul, 2022
• Free Online Course (Audit)

Image Segmentation with Python and Unsupervised Learning

In this one hour long project-based course, you will tackle a real-world problem in computer vision called segmentation. Segmentation means taking an image and partitioning it into different regions that capture the different elements of interest in the…

• Coursera
• 1 hour of material
• 5 days from now (22nd Aug)
• Paid Course

DeepLearning.AI;  Stanford Microcredential

Machine Learning

The Machine Learning Specialization is a foundational online program created in collaboration between DeepLearning.AI and Stanford Online. This beginner-friendly program will teach you the fundamentals of machine learning and how to use these techniques…

• Coursera
• 9 hours a week, 13 weeks long
• Paid Course
• 3 courses

Microcredential

IBM Machine Learning

Machine Learning is one of the most in-demand skills for jobs related to modern AI applications, a field in which hiring has grown 74% annually for the last four years (LinkedIn). This Professional Certificate from IBM is intended for anyone interested i…

• Coursera
• 3 hours a week, 35 weeks long
• Paid Course
• 5 courses

Unsupervised Machine Learning for Customer Market Segmentation

In this hands-on guided project, we will train unsupervised machine learning algorithms to perform customer market segmentation. Market segmentation is crucial for marketers since it enables them to launch targeted ad marketing campaigns that are tailore…

• Coursera
• 1 hour of material
• 2 weeks from now (5th Sep)
• Paid Course

K-Means Clustering 101: World Happiness Report

In this case study, we will train an unsupervised machine learning algorithm to cluster countries based on features such as economic production, social support, life expectancy, freedom, absence of corruption, and generosity. The World Happiness Report d…

• Coursera
• 1-2 hours worth of material
• 15th Aug, 2022
• Paid Course

Unsupervised Machine Learning : With 2 Capstone ML Projects

51 ratings at Udemy

Learn Complete Unsupervised ML: Clustering Analysis and Dimensionality Reduction

• Udemy
• 3-4 hours worth of material
• Self paced
• Paid Course

Unsupervised Learning

This course introduces you to one of the main types of Machine Learning: Unsupervised Learning. You will learn how to find insights from data sets that do not have a target or labeled variable. You will learn several clustering and dimension reduction al…

• Coursera
• 9 hours worth of material, 3 weeks long
• Finished
• Free Online Course (Audit)