Unsupervised Learning Courses and Certifications

K-means Decoded

Master K-means clustering fundamentals through hands-on practice with data grouping, centroid identification, and cluster quality evaluation using R and real datasets.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Fundamentals of Artificial Intelligence​

Build a strong foundation in AI concepts, classical methods, and introductory machine learning principles.

• OpenLearning
• 40 hours
• Self-Paced
• Paid Course

Machine Learning Techniques & Applications

Explore practical machine learning, deep learning, generative AI, and NLP applications for solving real-world problems.

• OpenLearning
• 40 hours
• Self-Paced
• Paid Course

Career Certificate

IBM Introduction to Machine Learning

3401 ratings at Coursera

Gain essential machine learning skills for high-demand careers. Learn to apply algorithms, predict outcomes, and evaluate models through hands-on projects, earning an IBM Badge and building a portfolio.

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

Kaggle;  Amazon Web Services;  Amazon Career Certificate

Introduction to Machine Learning with TensorFlow

5 ratings

Learn supervised and unsupervised machine learning techniques using TensorFlow and Python. Master regression, neural networks, clustering, and more to solve real-world problems and build an image classifier.

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

Practical Predictive Analytics: Models and Methods

323 ratings at Coursera

Explore statistical experiment design, analytics, and machine learning methods. Learn to design experiments, analyze results, and apply classification and unsupervised learning techniques to solve real-world problems.

• Coursera
• 7 hours 33 minutes
• Self-Paced
• Paid Course

AI TIME：无监督学习的公平性研究

Explore cutting-edge fairness concepts in unsupervised learning algorithms, focusing on bias detection, ethical considerations, and practical implementation strategies.

• XuetangX
• Self-Paced
• Free Online Course

Intro to Predictive Analytics Using Python

Master predictive analytics fundamentals using Python, from regression models to advanced techniques like random forests and unsupervised learning, enabling data-driven forecasting and pattern recognition.

• Coursera
• 10 hours 52 minutes
• Self-Paced
• Paid Course

Career Certificate

More Applied Data Science with Python

21 ratings at Coursera

Master advanced Python data analysis techniques including data mining, clustering, network modeling, and information extraction using real-world datasets and machine learning libraries.

• Coursera
• 12 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses

Advanced Malware and Network Anomaly Detection

23 ratings at Coursera

Equip yourself with AI-powered skills to combat advanced cybersecurity threats. Master malware detection, network anomaly identification, and practical implementations using real-world data.

• Coursera
• 11 hours 47 minutes
• Self-Paced
• Paid Course

Career Certificate

Applied Machine Learning

16 ratings at Coursera

Develop practical machine learning skills through hands-on application of supervised learning, ensemble methods, neural networks, and advanced techniques like CNNs and reinforcement learning.

• Coursera
• 12 weeks, 5 hours/week
• Self-Paced
• Paid Course
• 3 courses

Advanced Methods in Machine Learning Applications

Master advanced machine learning techniques for complex problem-solving. Explore ensemble learning, regression analysis, unsupervised learning, and reinforcement learning. Gain practical skills to implement and optimize sophisticated models.

• Coursera
• 19 hours 58 minutes
• Self-Paced
• Paid Course

The Complete Machine Learning Course with Python

8044 ratings at Udemy

Build a Portfolio of 12 Machine Learning Projects with Python, SVM, Regression, Unsupervised Machine Learning & More!

• Udemy
• 17 hours 21 minutes
• Self-Paced
• Paid Course

Advancing Dairy Management with Artificial Intelligence

Explore how artificial intelligence transforms dairy farming through data analytics, predictive models, and IoT technologies for improved health monitoring, nutrition management, and production optimization.

• Coursera
• 11 hours 11 minutes
• Self-Paced
• Paid Course

Deep Learning and Reinforcement Learning

300 ratings at Coursera

Explore neural networks, deep learning architectures, and reinforcement learning. Gain hands-on practice with Keras, CNNs, transfer learning, RNNs, autoencoders, and generative models for AI applications.

• Coursera
• 1 day 7 hours 22 minutes
• Self-Paced
• Paid Course