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Module 02 · Foundations of AI Product Management
Mapping the AI Transition: From Rules to Probabilities
You are the new AI PM at 'Global-Bank'. The bank currently uses a manual 'If-Then' rule system to flag fraud, but it misses too many evolving patterns. You need to lead the transition to a probabilistic AI system, determine which AI tech stack is needed, and design a 'Human-in-the-loop' strategy to handle model errors.
45 minBeginner 3 outcomes 6 steps · 3 checkpoints
lab progress0/9 · 0%
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Knowledge check
5 questions from this module's lessons.
0/5 correct
- 01
According to the provided text, what percentage of AI projects successfully transition from the prototype stage to production?
- 02
How does the role of an AI Product Manager differ from traditional PM roles regarding system behavior?
- 03
What is identified as a primary reason why 85% of AI projects fail to deliver on their initial promises?
- 04
What specific infrastructure and PM expertise gap exists among CEOs who believe AI will transform their business?
- 05
In the context of the AI Tech Stack, how is the role of the product leader changing regarding model outcomes?
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Dataset
bank_transactions.csv
20 bank transactions including transaction IDs, amounts, locations, and a 'current_rule' column showing existing rule-based outcomes.
Contains one missing value (row 112) and one duplicate (rows 118/119) to reflect 'Cold Start' data quality pitfalls.
| trans_id(integer) | amount(number) | location(string) | current_rule(string) |
|---|---|---|---|
| 101 | 6000 | New York | Flagged |
| 102 | 150 | London | Approved |
| 103 | 80 | Unknown | Approved |
| 104 | 5500 | Paris | Flagged |
| 105 | 10 | New York | Approved |
| 106 | 7200 | Tokyo | Approved |
| 107 | 220 | Berlin | Approved |
| 108 | 45 | Unknown | Approved |
| 109 | 5100 | Madrid | Flagged |
| 110 | 600 | Rome | Approved |
| 111 | 30 | New York | Approved |
| 112 | 4900 | Chicago | |
| 113 | 12000 | Dubai | Flagged |
| 114 | 75 | London | Approved |
| 115 | 5800 | Seoul | Flagged |
| 116 | 320 | Paris | Approved |
| 117 | 90 | Berlin | Approved |
| 118 | 6500 | New York | Flagged |
| 119 | 6500 | New York | Flagged |
| 120 | 200 | Tokyo | Approved |