Scikit-learn is a free software machine learning library for the Python programming language. Learn about machine learning using scikit-learn in this full course.
Code: https://github.com/DL-Academy/MachineLearningSKLearn
Scikit-learn website: https://scikit-learn.org
Course from DL Academy. Check out their YouTube channel: https://www.youtube.com/channel/UCTgBlZ1fmNa87NUY1xvoxpg
View more courses here: https://thedlacademy.com/
Course Contents
Chapter 1 – Getting Started with Machine Learning
(0:00) Introduction
(0:22) Installing SKlearn
(3:37) Plot a Graph
(7:33) Features and Labels_1
(11:45) Save and Open a Model
Chapter 2 – Taking a look at some machine learning algorithms
(13:47) Classification
(17:28) Train Test Split
(25:31) What is KNN
(33:48) KNN Example
(43:54) SVM Explained
(51:11) SVM Example
(57:46) Linear regression
(1:07:49) Logistic vs linear regression
(1:23:12) Kmeans and the math beind it
(1:31:08) KMeans Example
Chapter 3 – Artificial Intelligence and the science behind It
(1:42:02) Neural Network
(1:56:03) Overfitting and Underfitting
(2:03:05) Backpropagation
(2:18:16) Cost Function and Gradient Descent
(2:26:24) CNN
(2:31:46) Handwritten Digits Recognizer
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