Apriori Algorithm Courses and Certifications

Great Learning

Apriori Algorithm in Data Mining - Association Rule Mining - Data Science Algorithm

Learn how the Apriori algorithm discovers frequent itemsets and association rules for market basket analysis.

• YouTube
• 1 hour 37 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Data Mining

45 ratings

Covers core data-mining algorithms—from preprocessing and Apriori association rules to classification and clustering—with implementations and industrial case studies.

• YouTube
• 16 hours
• Self-Paced
• Free Video

Pattern Discovery in Data Mining

21 ratings

Mine frequent, closed, and sequential patterns from massive transactional data with Apriori, SPADE, and PrefixSpan, evaluate them using null-invariant measures, and apply pattern mining to text and trajectories.

• Coursera
• 5 weeks, 3 hours a week
• Self-Paced
• Paid Course

Market Basket Analysis in Python

276 ratings at DataCamp

What do Amazon product recommendations and Netflix movie suggestions have in common?

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Market Basket Analysis in R

95 ratings at DataCamp

Last time you were at the supermarket, what was in your shopping basket?

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Data Mining Methods

76 ratings at Coursera

Learn core data mining techniques: frequent itemset mining with Apriori and FP-growth, classification methods, clustering approaches, and analysis of global, contextual, and collective outliers.

• Coursera
• 4 weeks, 6 hours a week
• Self-Paced
• Paid Course

Association Rules Analysis

13 ratings at Coursera

Mine frequent itemsets and association rules with Apriori and FP-Growth, judge them by support, confidence and lift, and detect statistical, distance-based and contextual outliers.

• Coursera
• 5 weeks, 5 hours a week
• Self-Paced
• Paid Course

Machine Learning and Data Analytics Part 2

Apply data mining techniques across engineering case studies: Ridge and Lasso regression, K-Means and DBSCAN clustering, Apriori association rules, SVMs, neural networks, text mining, and ARIMA forecasting.

• Coursera
• 7 weeks, 3 hours a week
• Self-Paced
• Paid Course

Association Rule Mining: Basic Theory & Practice

52 ratings at Udemy

Theoretical Understanding and Market Basket Analysis with Python

• Udemy
• 1 hour 42 minutes
• Self-Paced
• Paid Course

UofU Data Science

Streaming Frequency Approximation - L13

Master streaming algorithms for frequency approximation including Misra-Gries, Count Sketch, and A-Priori methods in this data science lecture.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video