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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