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CodeSignal

Introduction to Calculus for Machine Learning

via CodeSignal

Overview

Calculus is essential for understanding optimization in machine learning. This course introduces you to the fundamental concepts of calculus such as functions, limits, derivatives, and integrals.

Syllabus

  • Unit 1: Understanding Functions
    • Evaluate Exponential Function
    • Define and Evaluate a Linear Function
    • Define and Plot a Cubic Function
    • Define and Plot a Sine Function
    • Modify Quadratic Function to Vertex at Origin
    • Modeling Temperature Change Over a Day
    • Plotting Maintenance Cost of a Garden
    • Plotting a Complex Mathematical Function
  • Unit 2: Understanding Limits
    • Compute Limit of Linear Function
    • Limit of Absolute Value Function as x Approaches 0
    • Calculating Limits for a Rational Function at an Undefined Point
    • Approaching From Both Sides
  • Unit 3: Basic Derivatives
    • Approximate Derivative of Cubic Function
    • Calculate the Derivative of a Function at Given Points
    • Calculate and Compare Derivatives of a Linear Function
    • Plot and Calculate Derivative of a Quadratic Function
    • Calculate the Derivative of a Decaying Exponential Function
    • Calculate Acceleration Using Derivatives
  • Unit 4: Exploring the Derivative as a Function
    • Plotting a Constant Function and Its Derivative
    • Plotting a Linear Function and Its Derivative
    • Plotting a Quadratic Function and Its Derivative
    • Plotting a Cubic Function and Its Derivative
    • Plot Quadratic Function and Its Derivative to Find Minimum
  • Unit 5: Basic Integrals
    • Adjust the Limits of Integration
    • Complete the Trapezoidal Rule Integral and Plot the Graph
    • Compare Areas Under Two Functions Using Trapezoid Rule
    • Car Fuel Consumption Integral Calculation
    • Calculate the Integral from Negative Infinity to Infinity

Reviews

5.0 rating, based on 1 Class Central review

Start your review of Introduction to Calculus for Machine Learning

  • Profile image for Kevin Ziyada Aseru
    Kevin Ziyada Aseru
    This course was a fantastic introduction to the world of calculus. Professor Konan has a real passion for the subject that shows in his lectures. He doesn't just write formulas on the board; he explains the why behind them, often using practical exa…

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