Support Vector Machines w/ JAVA & SMO (Sequential Minimal Optimization)

►screenshots: https://prototypeprj.blogspot.com/2020/07/support-vector-machines-svm-w-java.html ►Python version @ https://youtu.be/ZwGaLJbKHiQ 00:07 demo a prebuilt version of the application 01:50 code the application 02:11 go over the various classes that make up the app. 03:08 go over the training data used in this app. 03:52 setup and use the commons math jar to do matrix operations 04:33 start the initial coding the SupportVectorMachines class 05:20 quick introduction to Support Vector Machine (SVM) 06:46 quick introduction to Sequential Minimal Optimization (SMO) 07:50 resume coding the application SupportVectorMachines class 09:41 plug in equation for 'w' into equation of a linear svm and use resulting equation in code 10:40 EPSILON and slack penalty C 11:02 alpha and the violation of KKT conditions 11:54 selecting the index of the 2nd alpha to optimize 13:26 optimize an alpha pair and b 15:15 define and calculate w 15:37 classify method 16:12 display information tables code 16:54 handle command line entry code 17:12 JavaFX display code 18:14 explain + test run the application 19:27 change C and rerun app. to show overfitting ► get access to members-only video contents + support: https://www.youtube.com/channel/UCUvwlMMaeppKPdtAK8PxO8Q/join ► website + download source code: https://prototypeprj.com https://ai.prototypeprj.com https://crypto.prototypeprj.com ► download directly: download ai source code @ https://sites.fastspring.com/prototypeprj/instant/ai download crypto source code @ https://sites.fastspring.com/prototypeprj/instant/crypto download source code (old) page # 2 @ https://sites.fastspring.com/prototypeprj/instant/2020 download source code (older) page # 1 @ https://sites.fastspring.com/prototypeprj/instant/all