Introduction to Machine Learning with MATLAB

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Get The Complete MATLAB Course Bundle for 1 on 1 help! • https://josephdelgadillo.com/product/... • Enroll in the FREE course! • https://uthena.com/courses/matlab?cou... • This course is designed to cover one of the most interesting areas of machine learning called classification. I will take you step-by-step in this course and will first cover the basics of MATLAB. Following that we will look into the details of how to use different machine learning algorithms using MATLAB. Specifically, we will be looking at the MATLAB toolbox called statistic and machine learning toolbox.We will implement some of the most commonly used classification algorithms such as K-Nearest Neighbor, Naive Bayes, Discriminant Analysis, Decision Tress, Support Vector Machines, Error Correcting Output Codes and Ensembles. Following that we will be looking at how to cross validate these models and how to evaluate their performances. Intuition into the classification algorithms is also included so that a person with no mathematical background can still comprehend the essential ideas. The course consists of the following sections: • Segment 1: Instructor and Course Introduction • Segment 2: MATLAB Crash Course • Segment 3: Grabbing and Importing Data-set • Segment 4: K-Nearest Neighbor • Segment 5: Naive Bayes • Segment 6: Decision Trees • Segment 7: Discriminant Analysis • Segment 8: Support Vector Machines • Segment 9: Error Correcting Output Codes • Segment 10: Classification with Ensembles • Segment 11: Validation Methods • Segment 12: Evaluating Performance • As bonus, you also learn how to share your analysis results with your colleges, friends, and others, and create visual analysis of your results. You will also have access to some practice questions which will give you hands on experience. • Time Stamps: • 00:00 Introduction • 03:04 Why MATLAB for machine learning • 06:16 Meet the instructor, Dr. Nouman Azam • 09:25 MATLAB crash course • 19:30 Applications of machine learning • 31:28 Data types you will encounter • 39:55 Importing data into MATLAB • 49:36 Data tables • Web - https://josephdelgadillo.com • Subscribe - https://bit.ly/SubscribeJTD • Facebook - / delgadillojt • Discord - / discord • Instagram - / jo3potato • #MATLAB #LearnToCode #JTDigital

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