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.
๐ป Code: https://github.com/DL-Academy/MachineLearningSKLearn
๐ Scikit-learn website: https://scikit-learn.org
โ๏ธ Course from DL Academy. Check out their YouTube channel: https://www.youtube.com/channel/UCTgBlZ1fmNa87NUY1xvoxpg
๐ View more courses here: https://thedlacademy.com/
โญ๏ธ Course Contents โญ๏ธ
Chapter 1 – Getting Started with Machine Learning
โจ๏ธ (0:00) Introduction
โจ๏ธ (0:22) Installing SKlearn
โจ๏ธ (3:37) Plot a Graph
โจ๏ธ (7:33) Features and Labels_1
โจ๏ธ (11:45) Save and Open a Model
Chapter 2 – Taking a look at some machine learning algorithms
โจ๏ธ (13:47) Classification
โจ๏ธ (17:28) Train Test Split
โจ๏ธ (25:31) What is KNN
โจ๏ธ (33:48) KNN Example
โจ๏ธ (43:54) SVM Explained
โจ๏ธ (51:11) SVM Example
โจ๏ธ (57:46) Linear regression
โจ๏ธ (1:07:49) Logistic vs linear regression
โจ๏ธ (1:23:12) Kmeans and the math beind it
โจ๏ธ (1:31:08) KMeans Example
Chapter 3 – Artificial Intelligence and the science behind It
โจ๏ธ (1:42:02) Neural Network
โจ๏ธ (1:56:03) Overfitting and Underfitting
โจ๏ธ (2:03:05) Backpropagation
โจ๏ธ (2:18:16) Cost Function and Gradient Descent
โจ๏ธ (2:26:24) CNN
โจ๏ธ (2:31:46) Handwritten Digits Recognizer
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