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Getting started with Anaconda Notebooks
Course Overview and Learning Objectives
Number Theory
SymPy Basics
Functions, Exponents, and Logarithms
Exercise: Using SymPy
Approaching Infinity
Introducing Limits
Euler's Number
Exercise: Solve the Limit
Secant and Tangent Lines
Derivatives
Partial Derivatives
Exercise: Calculate the Slope
Understanding Gradient Descent
Simple Gradient Descent
Multivariable Gradient Descent
Gradient Descent for Linear Regression
Stochastic Gradient Descent
Exercise: Minimize the Function Loss
Discovering Integration
Reimann Sums
Normal Distribution Example
Exercise: Find the Area
Summary and Further Reading Resources
End of Course Survey
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