Unsupervised Learning Courses and Certifications

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

5639 ratings at Coursera

Explore unsupervised learning, recommender systems, and reinforcement learning. Master clustering, anomaly detection, and deep Q-learning to solve real-world AI challenges.

• Coursera
• 1 day 3 hours 51 minutes
• Self-Paced
• Paid Course

Unsupervised Text Classification for Marketing Analytics

Aprende a usar aprendizaje profundo no supervisado para extraer temas e insights de datos textuales en marketing, con tutoriales en Python y un proyecto final. Utiliza Jupyter Notebooks y Google Colab.

• Coursera
• 13 hours 28 minutes
• Self-Paced
• Paid Course

Coursera

K-Means Clustering 101: World Happiness Report

21 ratings at Coursera

Explore K-means clustering to analyze global happiness data, grouping countries based on economic, social, and well-being factors for insights into worldwide happiness trends.

• Coursera
• 1 hour 35 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Paid Course

Unsupervised Deep Learning in Python

2473 ratings at Udemy

Autoencoders, Restricted Boltzmann Machines, Deep Neural Networks, t-SNE and PCA

• Udemy
• 10 hours 3 minutes
• Self-Paced
• 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
• Self-Paced
• Paid Course

Packt

Advanced ML Algorithms & Unsupervised Learning

Master advanced machine learning techniques including Random Forest, SVM, PCA, K-Means clustering, and deep learning fundamentals to build more powerful predictive models and uncover patterns in unlabeled data.

• Coursera
• 8 hours 43 minutes
• Self-Paced
• Paid Course

Clustering and Dimensionality Reduction

Master clustering and dimensionality reduction techniques in ML. Explore K-means, PCA, UMAP, DBSCAN, and more through hands-on Jupyter notebooks, real-world case studies, and rigorous theory.

• Train in Data
• Self-Paced
• Paid Course

Career Certificate

Machine Learning

38792 ratings at Coursera

Comprehensive introduction to machine learning fundamentals, covering supervised and unsupervised learning techniques, with practical applications and best practices from Silicon Valley.

• Coursera
• 8 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Towards Unsupervised Biomedical Image Segmentation Using Hyperbolic Representations - Jeffrey Gu

2 ratings

Explore unsupervised biomedical image segmentation using hyperbolic representations. Learn about novel self-supervised hierarchical loss and its applications in medical imaging analysis.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Yannic Kilcher

TransCoder - Unsupervised Translation of Programming Languages

Explore unsupervised neural machine translation for code migration between Python, C++, and Java. Learn about shared embeddings, objectives, evaluation, and results of this innovative approach.

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

Brown University;  Georgia Tech

Machine Learning: Unsupervised Learning

3 ratings

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
• Self-Paced
• Free Online Course

Python Data Science: Unsupervised Machine Learning

387 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
• Self-Paced
• Paid Course

Yannic Kilcher

Learning to Classify Images Without Labels - Paper Explained

Explore innovative techniques for unsupervised image classification, combining representation learning, clustering, and self-labeling to group visually similar images without predefined labels.

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

Kaggle;  Amazon;  Amazon Web Services Career Certificate

AWS Machine Learning Engineer Nanodegree

11 ratings

Master foundational ML skills, from supervised learning to deep learning. Deploy models to production environments and complete a capstone project in your chosen domain.

• Udacity
• 94 hours
• Self-Paced
• Paid Course