"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

January 25, 2023

AI vs Natural Intelligence

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/

  • Customer related
  • Operations related
  • Risk Avoidance
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Keep Exploring!!!

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