Name: Web Data Mining and Intelligence
Price: 1950 SGD
Availability: InStock

Course Overview

Learn the fundamentals of web data mining and its applications in intelligence.
Gain proficiency in extracting and analyzing large-scale data from the web.
Master the use of algorithms and tools for web data mining.
Understand how to transform mined data into actionable insights.
Build a foundation for advanced topics in data mining and web analytics.

Who Should Attend

Learning Outcomes

Understand the fundamentals and applications of web data mining.
Extract structured and unstructured data from web sources effectively.
Apply key data mining algorithms to analyze web data.
Transform mined data into actionable intelligence through visualization.
Demonstrate the ability to execute a web data mining project from start to finish.

Course Outline

Day 1: Introduction to Web Data Mining

Overview of web data mining concepts and applications.
Types of web data: structured, semi-structured, and unstructured.
Tools and technologies for web data mining (e.g., Python libraries, Scrapy, BeautifulSoup).
Hands-on session: Extracting structured data from websites.

Day 2: Data Mining Algorithms and Techniques

Key algorithms used in web data mining: clustering, classification, and association rule mining.
Text mining techniques for unstructured web data.
Applications of web data mining in industries (e.g., e-commerce, marketing).
Practical activity: Applying clustering algorithms to web data.

Day 3: Transforming Web Data into Intelligence

Visualizing mined data for insights and decision-making.
Using dashboards and visualization tools (e.g., Tableau, Power BI).
Case study: Applying web data mining techniques to solve a real-world problem.
Capstone project: Mining and analyzing data from a publicly available web source.

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Dec

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