3.2: Linear Regression with Ordinary Least Squares Part 1 - Intelligence and Learning
In this video, part of my series on "Machine Learning", I explain how to perform Linear Regression for a 2D dataset using the Ordinary Least Squares method. In Part 2, I demonstrate how to code the algorithm in JavaScript, using the p5.js library
This video is part of session 3 of my Spring 2017 ITP "Intelligence and Learning" course (https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week3-classification-regression)
Link to Part 2: https://youtu.be/_cXuvTQl090
Support this channel on Patreon: https://patreon.com/codingtrain
To buy Coding Train merchandise: https://www.designbyhumans.com/shop/codingtrain/
Send me your questions and coding challenges!: https://github.com/CodingTrain/Rainbow-Topics
Contact:
Twitter: https://twitter.com/shiffman
The Coding Train website: http://thecodingtrain.com/
Links discussed in this video:
Session 3 of Intelligence and Learning: https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week3-classification-regression
Nature of Code: http://natureofcode.com/
kwichmann's Linear Regression Diagnostics: https://kwichmann.github.io/ml_sandbox/linear_regression_diagnostics/
Linear Regression on Wikipedia: https://en.wikipedia.org/wiki/Linear_regression
Anscombe's quartet on Wikipedia: https://en.wikipedia.org/wiki/Anscombe%27s_quartet
Source Code for the all Video Lessons: https://github.com/CodingTrain/Rainbow-Code
p5.js: https://p5js.org/
Processing: https://processing.org
For More Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
For More Intelligence and Learning: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YJ3XfHhT2Mm4Y5I99nrIKX
Help us caption & translate this video!
http://amara.org/v/7UbL/
📄 Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct
Видео 3.2: Linear Regression with Ordinary Least Squares Part 1 - Intelligence and Learning канала The Coding Train
This video is part of session 3 of my Spring 2017 ITP "Intelligence and Learning" course (https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week3-classification-regression)
Link to Part 2: https://youtu.be/_cXuvTQl090
Support this channel on Patreon: https://patreon.com/codingtrain
To buy Coding Train merchandise: https://www.designbyhumans.com/shop/codingtrain/
Send me your questions and coding challenges!: https://github.com/CodingTrain/Rainbow-Topics
Contact:
Twitter: https://twitter.com/shiffman
The Coding Train website: http://thecodingtrain.com/
Links discussed in this video:
Session 3 of Intelligence and Learning: https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week3-classification-regression
Nature of Code: http://natureofcode.com/
kwichmann's Linear Regression Diagnostics: https://kwichmann.github.io/ml_sandbox/linear_regression_diagnostics/
Linear Regression on Wikipedia: https://en.wikipedia.org/wiki/Linear_regression
Anscombe's quartet on Wikipedia: https://en.wikipedia.org/wiki/Anscombe%27s_quartet
Source Code for the all Video Lessons: https://github.com/CodingTrain/Rainbow-Code
p5.js: https://p5js.org/
Processing: https://processing.org
For More Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
For More Intelligence and Learning: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YJ3XfHhT2Mm4Y5I99nrIKX
Help us caption & translate this video!
http://amara.org/v/7UbL/
📄 Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct
Видео 3.2: Linear Regression with Ordinary Least Squares Part 1 - Intelligence and Learning канала The Coding Train
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
3.3: Linear Regression with Ordinary Least Squares Part 2 - Intelligence and LearningWhat is Regression? | SSE, SSR, SST | R-squared | Errors (ε vs. e)Deriving the least squares estimators of the slope and intercept (simple linear regression)Video 1: Introduction to Simple Linear RegressionLeast squares | MIT 18.02SC Multivariable Calculus, Fall 20103.5: Mathematics of Gradient Descent - Intelligence and LearningEconometrics // Lecture 3: OLS and Goodness-Of-Fit (R-Squared)Winning at Rock Paper Scissors - Numberphile3.1: Introduction to Session 3 - What is Machine Learning?Introduction to residuals and least squares regressionAssumptions of Linear Regression | What are the assumptions for a linear regression model3.4: Linear Regression with Gradient Descent - Intelligence and Learningp-values: What they are and how to interpret themLinear Regression and Multiple RegressionHow to calculate linear regression using least square methodStats 35 Multiple RegressionECO375F - 1.0 - Derivation of the OLS EstimatorLinear Regression Using Least Squares Method - Line of Best Fit EquationEstimating OLS regressions using Excel