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Course Description: Business Intelligence and Predictive Analytics 101
This comprehensive course delves into the essential principles and advanced techniques of Business Intelligence (BI) and Predictive Analytics, equipping students with the knowledge and skills needed to transform raw data into actionable insights. Through eight meticulously designed modules, learners will explore the fundamentals of BI and predictive analytics, mastering data collection, cleaning, transformation, and integration processes. The course covers a wide range of topics, including statistical methods for descriptive analytics, predictive modeling techniques like regression and classification, and advanced methods such as time series analysis, machine learning, and text mining.
Students will also gain practical experience with popular BI tools and big data technologies, learning to implement real-time analytics and cloud-based BI solutions. The curriculum emphasizes the importance of data governance, ethics, and compliance, ensuring that students are well-versed in the legal and regulatory aspects of data analytics. By examining industry-specific case studies and emerging trends, the course prepares students for various career opportunities in the dynamic field of BI and predictive analytics, highlighting the necessary skills and certifications for success.
In this 101 course, I would like to teach the 9 major topics:
Module 1: Introduction to Business Intelligence and Predictive Analytics
Module 2: Data Collection and Preparation
Module 3: Descriptive Analytics
Module 4: Predictive Modeling Techniques
Module 5: Advanced Predictive Analytics
Module 6: Big Data and Predictive Analytics
Module 7: Implementing BI and Predictive Analytics Solutions
Module 8 :Exploring Reporting Tools and Technologies in Data Analytics
Module 9: Case Studies and Emerging Trends
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