Data Mining and Generative AI for Business

"Data mining is so pervasive today that you can find its applications in every business and within the purview of routine activities. The primary objective of this course is to introduce participants to key data mining techniques and generative AI technologies, highlighting their transformative impact on business processes and decision-making. Participants will learn about the theoretical underpinnings of these fields and develop practical insights into their applications. The course draws from short case studies and discusses best practices in data mining, machine learning, and generative AI. Participants will gain hands-on experience handling data mining and generative AI problems using Orange software and various open-source and closed-source generative AI tools. Objectives On successful completion of the course, participants should be able to: 1. Understand what business analytics entails and how businesses include data mining and generative AI as part of their strategy. 2. Gain a high-level understanding of supervised learning, unsupervised learning, and generative AI models. 3. Learn best practices in data mining and generative AI and how these technologies can be applied in practical business scenarios. 4. Gain hands-on experience with Orange and generative AI tools for business applications. 5. Develop managerial insights into the promises and pitfalls of data mining and generative AI methodologies.

Build foundational understanding through structured sessions, real-world examples, and live demos.

Apply concepts through practical exercises using data mining tools and generative AI techniques.

Work collaboratively to solve real-world business problems using data-driven approaches.

Synthesize concepts, tools, and insights into actionable solutions for workplace implementation.

Professionals seeking to leverage data and AI for better decision-making.

Leaders responsible for applying analytics in day-to-day business operations.

Individuals with basic knowledge of statistics and computing looking to build applied AI skills.

Professionals aiming to develop hands-on capability in data mining tools and generative AI.

Build foundational understanding through structured sessions, real-world examples, and live demos.

Apply concepts through practical exercises using data mining tools and generative AI techniques.

Work collaboratively to solve real-world business problems using data-driven approaches.

Synthesize concepts, tools, and insights into actionable solutions for workplace implementation.