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Renaissance masterpiece depicting the great philosophers of the classical era, painted by Raphael between 1509–1511
Plato pointing to the skies and his student, Aristotle, pointing towards the earth
The world we are living in, the material world, is only a shadow of the ideal world
Forms: Plato calls these perfect or ideal things their Forms
Eg: an apple we see in this world is an imperfect reflection of the perfect apple that resides in the ideal world
Theory of Forms is not limited to objects, but also like the Form of education, the Form of friendship and so on
Plato points the skies because of his belief that the Forms are in another world
They both believe in Forms but disagree on whether they exist in another world (Plato) or in this world (Aristotle)
Philosophers discuss whether universals really exist, and if so, where they reside
The word “personality” originates from the Latin word persona, which means “mask.”
Observed Behaviour
(Data)
Imperfection
(Noise)
F = m * a + noise
Ideal Vs Observed Behaviour
Expected or Ideal Behaviour
(Signal)
Fit tries to find the signal
Fit is almost equal to the signal. The machine learning algorithm had no idea about the signal used to generate this data
Eg: Building a Bengal cat classifier
Machine Learning:
Data = Signal + Noise
Problem of Universals:
What we see = Universals + Particular properties
Machine learning algorithms are aiming to learn the universals (also called Forms or signal) inside the data
human beings can do everything that AI can do
they just cant do it to scale...
- Anne Marie Neatham, COO, Ocado Technology
it is powered by software infrastructure gathers data and trains and executes algorithms that virtually influence every aspect of the business.