How Machine Learn

Photo by Andy Kelly on Unsplash

AI-assisted radiology and pathology

The usage of AI/ML tools/platforms for assisting radiologists is, therefore, primed to expand exponentially.

The Theory

Computer Scientist and machine learning pioneer Tom M. Mitchell Portrayed | Source: Machine Learning, McGraw Hill, 1997, Tom M. Mitchell

“Machine learning is the study of computer algorithms that allow computer programs to automatically improve through experience.”

The Gimmick

ML vs AI

“How can we build computer systems that automatically improve with experience, and what are the fundamental laws that govern all learning processes?”

“Artificial intelligence is the science and engineering of making computers behave in ways that, until recently, we thought required human intelligence.”

“is aspirational, a moving target based on those capabilities that humans possess but which machines do not.”

Example of solving the Eight Queens puzzle using Depth First Search

How does it work?

How does machine learning work? ~ Yann LeCun, Head of Facebook AI Research | Source: Youtube
Query on Google Search for “dog” | Source: Google Search
Machine learning system looking for patterns between dog and cat images | Source: Google
Trained machine learning system capable of identifying cats or dogs. | Source: Google

Why is it important?

Andrew Ng | Source: Stanford Business Graduate School

Why do tech companies tend to use AI and ML interchangeably?

“… what we want is a machine that can learn from experience.” ~ Alan Turing

Conclusion

Artificial Intelligence

Machine Learning

Deep Learning

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“An idiot admires complexity. A genius admires simplicity.” — Terry A Davis

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Ezra Lazuardy

Ezra Lazuardy

“An idiot admires complexity. A genius admires simplicity.” — Terry A Davis

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