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Lessons List | 17 Lesson

Types of Machine Learning Algorithms Machine Learning Tutorial for Beginners Tutorialspoint

Types of Machine Learning Algorithms Machine Learning Tutorial for Beginners Tutorialspoint

Supervised Learning Classification and Regression Machine Learning Tutorial Tutorialspoint

Supervised Learning Classification and Regression Machine Learning Tutorial Tutorialspoint

KNN Algorithm in Machine Learning K Nearest Neighbor KNN Algorithm Example Tutorialspoint

KNN Algorithm in Machine Learning K Nearest Neighbor KNN Algorithm Example Tutorialspoint

Decision Tree Algorithm Decision Tree in Machine Learning Tutorialspoint

Decision Tree Algorithm Decision Tree in Machine Learning Tutorialspoint

What is Linear Regression in Machine Learning Regression Equation Tutorialspoint

What is Linear Regression in Machine Learning Regression Equation Tutorialspoint

Support Vector Machine in Machine Learning SVM Algorithm Tutorialspoint

Support Vector Machine in Machine Learning SVM Algorithm Tutorialspoint

Random Forest Algorithm Machine Learning Algorithm Tutorialspoint

Random Forest Algorithm Machine Learning Algorithm Tutorialspoint

Naive Bayes Algorithm in Machine Learning Naive Bayes Tutorial Tutorialspoint

Naive Bayes Algorithm in Machine Learning Naive Bayes Tutorial Tutorialspoint

Logistic Regression Machine Learning Logistic Regression Tutorial Tutorialspoint

Logistic Regression Machine Learning Logistic Regression Tutorial Tutorialspoint

Unsupervised Machine Learning Algorithm Machine Learning Tutorial Tutorialspoint

Unsupervised Machine Learning Algorithm Machine Learning Tutorial Tutorialspoint

K Means Clustering Algorithm Machine Learning Tutorial Tutorialspoint

K Means Clustering Algorithm Machine Learning Tutorial Tutorialspoint

Hierarchical Clustering Machine Learning Tutorial Tutorialspoint

Hierarchical Clustering Machine Learning Tutorial Tutorialspoint

Principal Component Analysis Machine Learning Tutorial Tutorialspoint

Principal Component Analysis Machine Learning Tutorial Tutorialspoint

Anomaly Detection Machine Learning Tutorial TutorialsPoint

Anomaly Detection Machine Learning Tutorial TutorialsPoint

Association Rule Learning Machine Learning Tutorial TutorialsPoint

Association Rule Learning Machine Learning Tutorial TutorialsPoint

Reinforcement Learning Algorithms Machine Learning Tutorial TutorialsPoint

Reinforcement Learning Algorithms Machine Learning Tutorial TutorialsPoint

Q Learning Algorithm in Machine Learning Machine Learning Tutorial TutorialsPoint

Q Learning Algorithm in Machine Learning Machine Learning Tutorial TutorialsPoint

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Course Description

Machine learning algorithms types, in this course we will learn about the types of machine learning algorithms, a cornerstone of AI development. Starting with an introduction to Supervised Learning, you will explore algorithms like linear regression, logistic regression, decision trees, and support vector machines, which rely on labeled data to predict outcomes. Next, we delve into Unsupervised Learning, covering clustering techniques like K-means and dimensionality reduction methods like PCA, used for finding hidden patterns in unlabeled data. We'll also discuss Reinforcement Learning, where agents learn through rewards and penalties, and Semi-Supervised Learning, a hybrid approach. Additionally, you’ll gain insights into Ensemble Learning methods like boosting and bagging, and their applications in complex problems. By the end, you'll understand the strengths and use cases of each type, preparing you to choose the right algorithm for any data-driven challenge. TutorialsPoint

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