Machine Learning - Supervised Learning Algorithms

Опубликовано: 14 Январь 2025
на канале: Learn with Muhammed Essa

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Machine Learning - Supervised Learning Algorithms

0:00 - intro
2:14 - Classification vs Regression
6:50 - Dataset
13:25 - Programming languages
15:16 - Supervised Learning
17:41 - Data science libraries
20:03 - Model
21:17 - Performance Measures
46:13 - Simple Linear regression
56:11 - Multiple Linear regression
59:06 - Polynomial Regression
1:02:12 - Overfitting vs Underfitting
1:11:21 - Logistic regression
1:18:34 - Correlation matrix
1:26:09 - Scikit learn python
1:26:48 - Naive Bayes algorithm
1:36:05 - Decision tree algorithm
1:39:31 - Random forest
1:41:44 - Support Vector Machine (SVM)
1:51:08 - The k-nearest neighbors (KNN) algorithm
2:08:40 - Types of Neural Networks Activation Functions
2:21:50 - Ethics