University of Colorado Boulder - Integral Calculus and Numerical Analysis for Data Science
- Offered byCoursera
Integral Calculus and Numerical Analysis for Data Science at Coursera Overview
Duration | 3 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Integral Calculus and Numerical Analysis for Data Science at Coursera Highlights
- Earn a Certificate upon completion
Integral Calculus and Numerical Analysis for Data Science at Coursera Course details
- 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