AI for Business Decision Making equips managers and executives with practical, non-technical skills to lead AI-driven decisions across the enterprise. You’ll learn how supervised, unsupervised, and reinforcement learning improve decision accuracy; how to prepare data and engineer features; and how to train, validate, and integrate models into existing workflows and systems via APIs and automation. Through guided, hands-on notebooks, you’ll experiment with predictive analytics, Natural Language Processing (including sentiment analysis), and Large Language Models (LLMs) for real executive use cases—from customer feedback to process optimization and risk prediction. The course also covers governance and ethics (privacy, security, bias, explainability), human-in-the-loop design, and measuring business impact. Advanced topics introduce genetic/evolutionary methods and long-term reward optimization with reinforcement learning to inform strategy and planning. By the end, you’ll be able to select the right technique for a decision problem, evaluate model reliability, integrate AI into business processes, and build an actionable roadmap for sustainable, responsible AI adoption.

AI for Executives: AI for Business Decision Making
本课程是 AI for Executives 专项课程 的一部分
访问权限由 New York State Department of Labor 提供
您将学到什么
Select and apply supervised, unsupervised, and reinforcement learning to real business decisions; gauge accuracy and reliability.
Prepare data, engineer features, and integrate validated models into existing workflows and systems to automate decisions.
Build an executive AI roadmap that balances impact with governance—privacy, security, bias, explainability, and human-in-the-loop practices.
您将获得的技能
- Business Leadership
- Large Language Modeling
- AI Enablement
- Artificial Intelligence
- Data Preprocessing
- Strategic Decision-Making
- Responsible AI
- Business Analytics
- Systems Integration
- Advanced Analytics
- Data-Driven Decision-Making
- Predictive Analytics
- Reinforcement Learning
- Business Ethics
- Data Ethics
- Data Governance
- Natural Language Processing
- Feature Engineering
- Workflow Management
- Applied Machine Learning
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作业
3 项作业
授课语言:英语(English)
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October 2025
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本课程是 AI for Executives 专项课程 专项课程的一部分
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