Phase 1 – Building Blocks

Mathematical Foundations for ML

Index:

1. Calulus
   • Continuous graph
2. Derivatives

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Continuous graph :

A function is continious at a point i.e graph is continious Definition:

1. LHL = RHL
2. Can draw a graph without lifting pen

Example : modulus function

Derivatives

Find by first principal

Applications :

• Used in ML and DL

function f(x)	derrivatere
x^n	nx^(n-1)
1/x	-1/(x)^2