AI and business analysis
AI Applications for Business Objectives
Explore how AI applications can address business objectives, including approaches and relevant metrics.
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Course topics
AI and business analysis
- Business objectives
- Solution approaches
- Relevant metrics
You check the assumptions
Find your fit
Is this a useful starting point?
For learners who can read Python and have some higher-level mathematics knowledge.
- Starting point
- Intermediate
- Course length
- 2 total hours
- Lessons
- 28 lectures
Course by Horia Mărgărit MS
Course last updated: 12/2021
Requirements
- You should have some rudimentary knowledge of higher level mathematics
- Understanding Python code is required
DoJo membership: A$250 per month per seat, excluding GST. Includes fortnightly group support and a private member community.
Explore the lessons
Course curriculum.
5 sections • 28 lectures • 2h 14m total length
Introduction2 lectures • 5min
- What Does the Course Cover04:06
- Materials for the course00:32
Business Goals6 lectures • 24min
- Introduction01:35
- SWOT Analysis04:38
- SMART Goals06:51
- Limitations of the BI Approach03:53
- Correlation vs. Causation04:36
- Making Recommendations with Descriptive Statistics02:10
Approaches to solving the business objective4 lectures • 15min
- Introduction04:42
- The BI Approach01:42
- State Space and Takens' Theorem04:23
- Shadow Manifolds and K-Nearest Neighbors04:09
Artificial Intelligence in Business12 lectures • 1hr 18min
- Quantifying Attainability05:41
- Gradient Boosted Machines: Part 105:57
- Gradient Boosted Machines: Part 204:27
- Gradient Boosted Machines: Part 309:18
- SHAP Values08:35
- Friedman's H-Statistic07:04
- LIME09:09
- Waterfall Charts 105:11
- Waterfall Charts 204:38
- Causation: Traditional Statistical Methods04:04
- Causation: Advanced Statistical Methods05:30
- Time Series Forecasting with Takens' Theorem08:24
Artificial Intelligence Recommends Metrics4 lectures • 14min
- Introduction03:24
- The Hybrid Experiment03:55
- Quantile Difference Tests05:04
- Next Steps01:12
From learning to practice
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Compare an AI approach with a sample business objective and choose a metric for checking it.
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