Unsupervised Learning Courses and Certifications

K-means Clustering Decoded

Master K-means clustering techniques to group data effectively, from theoretical foundations to practical implementation using Python, with focus on visualization, evaluation metrics, and optimal cluster selection.

• CodeSignal
• On-Demand
• Free Certificate

Enigmatic Autoencoders for Dimensionality Reduction

Dive into the world of autoencoders, mastering neural network architecture, forward propagation, and hyperparameter optimization for effective data compression and reconstruction techniques.

• CodeSignal
• On-Demand
• Free Certificate

Advanced Malware and Network Anomaly Detection

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
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Online Course (Audit)

Microcredential

Applied Machine Learning

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
• On-Demand
• Paid Course
• 3 courses

Practical Predictive Analytics: Models and Methods

319 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
• 6 hours 33 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Machine Learning with Python

14 ratings at Coursera

Learn Python-based machine learning, covering supervised and unsupervised learning, deep learning, and image processing. Implement models using various algorithms and explore industry applications. No prior programming experience required.

• Coursera
• 12 hours 39 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Machine Learning: Theory and Hands-on Practice with Python

Comprehensive exploration of machine learning, covering supervised and unsupervised techniques, with hands-on Python practice. Includes deep learning basics and real-world applications.

• Coursera
• 17 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Clustering Analysis

Explore unsupervised learning techniques, including clustering methods and dimension reduction, to uncover patterns and insights in diverse datasets through hands-on tutorials and case studies.

• Coursera
• 1 day 13 hours 1 minute
• On-Demand
• Free Online Course (Audit)

Association Rules Analysis

Explore unsupervised learning with association rules and outlier detection. Learn frequent patterns, Apriori algorithms, and outlier analysis techniques through hands-on tutorials and real-world case studies.

• Coursera
• 22 hours 55 minutes
• On-Demand
• Free Online Course (Audit)

Data Analysis with Python Project

Comprehensive exploration of data analysis techniques, from classification to outlier detection, empowering learners to conduct real-world projects and make data-driven decisions.

• Coursera
• 18 hours 10 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Statistical Learning for Data Science

Gain advanced statistical learning techniques for data science, including model selection, regression, classification, and unsupervised learning. Develop skills to explain and justify models effectively.

• Coursera
• 17 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Predicting Extreme Climate Behavior with Machine Learning

Explore machine learning techniques for climate data analysis, from unsupervised clustering to neural networks, gaining practical skills to predict extreme weather patterns.

• Coursera
• 23 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning for Marketers

Enhance marketing strategies with machine learning: predict customer behavior, optimize campaigns, uncover hidden patterns, and personalize experiences using advanced analytics techniques.

• Coursera
• 21 hours 57 minutes
• On-Demand
• Free Online Course (Audit)

Data Mining for Smart Cities

Explore data mining techniques for smart cities using Python, covering supervised and unsupervised learning, anomaly detection, and advanced algorithms to extract actionable insights from urban data.

• Coursera
• 2 days 14 hours 48 minutes
• On-Demand
• Free Online Course (Audit)