Udemy

AI for Data Driven Management Excellence

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  • 4,973 名學生
  • 更新於 7/2025
  • 可獲發證書
4.6
(12 個評分)
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課程資料

報名日期
全年招生
課程級別
學習模式
修業期
5 小時 28 分鐘
教學語言
英語
授課導師
Arun Singhal B-Tech, MBA (IIM-B),Unilever, J&J, Danone, IIMU, Cello
證書
  • 可獲發
  • *證書的發放與分配,依課程提供者的政策及安排而定。
評分
4.6
(12 個評分)
5次瀏覽

課程簡介

AI for Data Driven Management Excellence

Use artificial intelligence to Extract Insights, Decision-Making, Process Automation and Strategic Management support

Want to use AI (Artificial Intelligence) for Data Driven Management Excellence but don’t know what to do and how?

Take a look at this course where you will

  • Not only learn about AI for Data Driven Management including how AI helps build Excellence in Data Driven Management, Case Studies of AI helping build Excellence, Building Blocks of using AI to build Data Driven Management Excellence and How to implement these AI Building Blocks for Data Driven Management Excellence but also

  • Setting the Foundation for Data-Driven AI Integration, Using AI to Extract Insights from Data, Operationalizing AI for Decision-Making, Automating Processes Using AI, Using AI to Support Strategic Management, Embedding AI in Performance Management, Building AI Fluency Across the Organization, Governance, Ethics & Change Management

  • Preview many lectures for free to see the content for yourself

  • Get Udemy’s 30 days Money Back Guarantee

My exposure to AI for Data Driven Management Excellence started as early as in 2000s: Business Intelligence Era with

· Widespread use of BI tools (e.g., SAP, Oracle, Excel-based dashboards).

· AI still largely academic or experimental, but early predictive modeling used in CRM and fraud detection.

· Data warehousing and structured data became more central to management.

I continued to learn during 2010–2015 with Emergence of Big Data + Machine Learning when AI started making its way into mainstream management via:

o Customer segmentation

o Sales forecasting

o Churn prediction

· Tools like Apache Spark, R, and Python democratized analytics.

· Google, Amazon, Netflix pioneered data-driven decisioning using ML.

I continued to learn with 2016–2019 with AI-Powered BI and Automation

· Rise of AutoML tools (Google, H2Oai) and AI-enhanced BI platforms like Power BI, Tableau.

· AI applied to:

o Inventory optimization (retail)

o Dynamic pricing (e-commerce, airlines)

o HR analytics (attrition prediction)

· Data-driven culture started becoming a leadership priority.

2020–2023: AI Becomes Central to Strategy

· COVID-19 pandemic pushed real-time, AI-driven insights for operations and risk.

· Surge in AI for:

o Workforce planning

o Supply chain resilience

o Demand sensing

· Natural Language Processing (NLP) used for customer feedback analysis, internal chatbots.

· Explainable AI (XAI) and AI governance emerged.

2023–2025: LLMs + Generative AI Revolution

· ChatGPT (2022) and Copilot-style tools brought AI to every manager’s desktop.

· Generative AI used for:

o Strategy simulation

o Narrative generation for dashboards

o Internal knowledge search

· Vector databases + LLMs = internal copilots for reports, SOPs, compliance.

· Organizations began building AI Centers of Excellence and promoting citizen data science.

I bring in this course my learnings from this journey and share with you how can you also can successfully use AI for Data Driven Management Excellence

Preview for yourself many lectures free. If you like the content, enroll for the course, enjoy and skill yourself to start using AI for Data Driven Management Excellence!

Please remember that this course comes with Udemy’s 30 days Money Back Guarantee

Please remember to reach out to me for any help in enjoying this course after you enroll

課程章節

  • 11 個章節
  • 31 堂課
  • 第 1 章 Introduction
  • 第 2 章 Overview
  • 第 3 章 Setting the Foundation for Data-Driven AI Integration
  • 第 4 章 Using AI to Extract Insights from Data
  • 第 5 章 Operationalizing AI for Decision-Making
  • 第 6 章 Automating Processes Using AI
  • 第 7 章 Using AI to Support Strategic Management
  • 第 8 章 Embedding AI in Performance Management
  • 第 9 章 Building AI Fluency Across the Organization
  • 第 10 章 Governance, Ethics & Change Management
  • 第 11 章 Summary

課程內容

  • How can AI help build Excellence in Data Driven Management
  • Case Studies of AI helping build Excellence in Data Driven Management
  • Building Blocks of using AI to build Data Driven Management Excellence
  • How to implement these AI Building Blocks for Data Driven Management Excellence
  • Setting the Foundation for Data-Driven AI Integration
  • Using AI to Extract Insights from Data
  • Operationalizing AI for Decision-Making
  • Automating Processes Using AI
  • Using AI to Support Strategic Management
  • Embedding AI in Performance Management
  • Building AI Fluency Across the Organization
  • Governance, Ethics & Change Management


評價

  • D
    Dr. Anubhuti Gupta
    4.5

    yes as I am a data analyst, so this course is adding value to my career.

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