Calculating Percentiles on a Stream
How do you calculate percentiles on a stream? A brief overview and look at the P-squared algorithm.
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“What I cannot create, I do not understand.”
– Richard Feynman
Mission
Inspired by 500 lines or less; every artificial intelligence/machine learning practitioner ought to know how to engineer algorithms and teach machines how to reason, plan, design intelligence agents.
We’ll talk about algorithms, learn about their history and build them from scratch. By doing so we’ll understand the practical implementations and considerations.
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K means
A quick implementation of K-means in Python
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Escaping the Local Minima via Random Optimization
How do we resolve local minima problems via random optimization?
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Implementing Gradient Descent According to Cauchy
Gradient descent appears to be first thought up by Cauchy - what ideas did he have? What variations were considered in an era without computers?
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Variations of Gradient Descent by Thinking like Cauchy
Gradient descent appears to be first thought up by Cauchy - what ideas did he have? What variations were considered in an era without computers?
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Learning by Gradient Descent
Gradient Descent - how does it work and what are the limitations?
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