AI - any device that does things that associate with human intelligence
Natural Intelligence - Imagination, creativity, fantasy, intuition, problem-solving. AI and natural intelligence are two different things, each supplies a lack of other
Human Interpretation is leaps ahead of Machine Interpretation
Right Use Case
With the Right context / matured model, Tesla Safety Stats - Q3 2022 - In the 3rd quarter, we recorded one crash for every 6.26 million miles driven in which drivers used Autopilot technology.
Purposeful Bound to Fail
In some cases, where machines can fail, for example in a classification problem
Selecting the Right Use Cases
ML is more of a collaborative effort. Business needs - You spot it, and you can demonstrate competency to get a buy-in to implement. Alignment is critical to understand the short-term/long-term impact. You may not be immediately right but eventually, you may be right
Spotting what others miss needs all three views - domain, data, and ML opportunities.
Datasets Search
- https://datasetsearch.research.google.com/
- https://github.com/awesomedata/awesome-public-datasets
- https://archive.ics.uci.edu/ml/index.php
- https://www.kaggle.com/datasets
- https://msropendata.com/
Keep Exploring!!!
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