This Edureka Machine Learning Full Course video will help you understand and learn Machine Learning Algorithms in detail. This Machine Learning Tutorial is ideal for both beginners and professionals who want to master Machine Learning Algorithms. Below are the topics covered in this Machine Learning Roadmap course: 00:00:00 Introduction to Machine Learning Full Course 00:01:08 Agenda of Machine Learning Full Course 00:02:45 What is Machine learning? 00:06:28 Supervised Machine Learning 00:11:49 Un-Supervised Machine Learning 00:16:03 Reinforcement Machine Learning 00:32:21 How to Become a Machine Learning Engineer? 00:41:53 Machine Learning Algorithm 01:03:46 Linear Regression Algorithm 01:06:40 What is Linear Regression 01:11:13 Linear Regression Use Cases 01:12:24 Use Case- How to Implement Linear Regression using Python 01:30:22 Logistic Regression Algorithm 01:35:44 Logistic Regression Use cases 02:17:36 Linear Regression Vs Logistic Regression 02:21:05 Decision Tree Algorithm 02:25:53 Types of Classification 02:34:57 What is Decision Tree? 02:58:25 What is Pruning? 02:58:36 Hands-on 03:06:42 Random Forest 03:10:46 Working of Random Forest 03:17:45 Splitting Methods 03:20:32 Advantages & Disadvantages of Random Forest 03:23:52 Hands-on Random Forest 03:35:18 KNN Algorithm 03:37:39 Features of the KNN Algorithm 03:45:54 How KNN works 03:51:21 Hands-on KNN Algorithm 04:07:45 Naive Bayes Classifier 04:29:25 Support Vector Machine 04:31:13 How do SVM work 04:55:00 K- Means Clustering Algorithm 04:58:26 K Means Clustering 05:07:16 Agglomerative Clustering 05:09:16 Division Clustering 05:09:41 Mean shift Clustering 05:18:21 Hierarchical Clustering 05:25:10 How Agglomerative Clustering Works 05:32:59 Applications of Hierarchical Clustering 05:38:34 Apriori Algorithm Explained 05:52:58 Demo 06:30:26 Linear Algebra Application 06:54:00 Probability 07:07:01 Statistics 07:12:47 Types of Statistics 07:38:40 How to select the correct predictive modeling techniques 07:50:54 ML Model Deployment with Flask on Heroku 08:28:32 Azure Machine Learning 08:54:49 AWS Machine Learning 09:35:24 Machine learning Engineer Skills 09:43:30 Machine Learning Engineer Job Trend, Salary & Resume 09:59:20 Top Machine Learning Tools & Frameworks 10:09:12 Machine Learning Roadmap 10:22:20 Machine Learning Interview Question & Answers