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University of Colorado Boulder - Integral Calculus and Numerical Analysis for Data Science 

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  • Public/Government Institute

Integral Calculus and Numerical Analysis for Data Science
 at 
Coursera 
Overview

Duration

3 hours

Total fee

Free

Mode of learning

Online

Difficulty level

Intermediate

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Integral Calculus and Numerical Analysis for Data Science
Table of content
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  • Overview
  • Highlights
  • Course Details
  • Curriculum

Integral Calculus and Numerical Analysis for Data Science
 at 
Coursera 
Highlights

  • Earn a Certificate upon completion
Details Icon

Integral Calculus and Numerical Analysis for Data Science
 at 
Coursera 
Course details

Skills you will learn
More about this course
  • This course will provide an intuitive understanding of foundational integral calculus, including integration by parts, area under a curve, and integral computation
  • It will also cover root-finding methods, matrix decomposition, and partial derivatives
  • This course is designed to prepare learners to successfully complete Statistical Modeling for Data Science Application, which is part of CU Boulder's Master of Science in Data Science (MS-DS) program

Integral Calculus and Numerical Analysis for Data Science
 at 
Coursera 
Curriculum

Area Under The Curve

Integrals and Area under the Curve

Fundamental Theorem of Calculus and Computing Simple Integrals

Computing Area bounded by Lines and Curves

Indefinite Integrals

Integration by Parts

Integral and Area under the Curve Quiz

Fundamental Theorem of Calculus and Computing Simple Integrals Quiz

Computing Area bounded by Lines and Curves Quiz

Integration by Parts Quiz

Numerical Analysis Intro

Root-finding using Bisection Method

Root-finding using Newton's Method

Simple bisection method for root-finding Quiz

Newton's method for root-finding Quiz

Diagonalization & SVD

Diagonalization Introduction

Diagonalization

Diagonalization Example 3x3

Symmetric Matrix

Diagonalization of Symmetric Matrix 3x3

Singular Value Decomposition Overview

Singular Value Decomposition Example

Diagonalization of a 3x3 Matrix Quiz

Partial Derivatives & Steepest Descent

Partial Derivatives Introduction

Partial Derivatives examples, Part I

Partial Derivatives examples, Part II

Directional Derivatives with example

Gradient Vectors & Steepest Descent

Partial Derivatives Quiz

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Integral Calculus and Numerical Analysis for Data Science
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