Enroll Course: https://www.udemy.com/course/mineracao-de-regras-de-associacao-com-python-apriori-e-sql/
In the world of data science, finding hidden patterns and relationships within data is key to unlocking valuable business insights. Association Rule Mining, a popular subfield of Data Mining, excels at this, with practical applications ranging from retail to fraud detection. You might have heard the classic ‘diapers and beer’ example – a real-world case where a supermarket noticed a correlation between sales of diapers and beer on certain days. By strategically repositioning these items, they significantly boosted sales. This phenomenon is precisely what Association Rule Mining aims to uncover.
This Udemy course, ‘Mineração de Regras de Associação com Python, Apriori e SQL’ (Association Rule Mining with Python, Apriori, and SQL), offers a comprehensive, step-by-step guide to understanding and implementing this powerful technique. The course delves into the renowned Apriori algorithm, explaining how it generates association rules and calculates crucial metrics like support, confidence, and lift. You’ll be working with Python and MySQL, making the learning process practical and hands-on.
The course begins with analyzing pre-made market datasets to identify product associations, a process known as Market Basket Analysis. What sets this course apart is its emphasis on the complete Knowledge Discovery in Databases (KDD) process. You’ll work with real-world datasets from a pizzeria and a university’s socio-economic survey, learning how to select attributes, preprocess, and transform data before applying the Apriori algorithm. This practical approach, often overlooked in other materials, provides a realistic view of how these analyses are conducted on commercial data.
Furthermore, an additional module covers importing and preparing data for analysis, including connecting Python with MySQL and querying data into the required format. This is invaluable for anyone with relational databases looking to convert their data for association rule mining.
Upon completion, you’ll be equipped to implement your own analyses on your datasets, opening doors to new business opportunities and potential income streams. The course is designed for all levels, whether you’re a beginner or have prior knowledge of association rules and want to deepen your understanding.
If you’re ready to take a significant step in your data science career and learn a highly applicable skill, this course is a must-have. Highly recommended!
Enroll Course: https://www.udemy.com/course/mineracao-de-regras-de-associacao-com-python-apriori-e-sql/