fast track machine learning part 1 (machine learning overview) - types of machine learning problems
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DESCRIPTIONIn part 1 of Fast track Machine learning (Machine Learning Overview) series Dr. Dakshinamurthy Kolluru gives a thousand feet view of Machine Learning. One can divide the problems in Machine Learning as Classification, Regression and Optimization. Where in Classification can be defined as splitting the space. Regression is fitting a curve and regression can also be set up as a classification problem. Optimization is on a curve, find the maximum and minimum points.
- 1. InspireEducateTransform.Part 1 (Machine Learning Overview) - Types of Machine Learning Problems Dr. K. V Dakshinamurthy President, INSOFEThe best place for students to learn Applied Engineeringhttp://www.insofe.edu.in
2. The best place for students to learn Applied Engineering2http://www.insofe.edu.in 3. Classification; Supervised and UnsupervisedThe best place for students to learn Applied Engineering3http://www.insofe.edu.in 4. Classification is a pattern searchThe best place for students to learn Applied Engineering4http://www.insofe.edu.in 5. Classification is a pattern searchThe best place for students to learn Applied Engineering5http://www.insofe.edu.in 6. ForecastYield (profit/acre) of a seed as a function of altitude The best place for students to learn Applied Engineering6http://www.insofe.edu.in 7. Prediction and forecastingThe best place for students to learn Applied Engineering7http://www.insofe.edu.in 8. Can we convert it into a search problem? Bin the variable we are predicting into low, medium, high As number of bins increase, accuracy increases but understanding reducesThe best place for students to learn Applied Engineering8http://www.insofe.edu.in 9. OptimizationThe best place for students to learn Applied Engineering9http://www.insofe.edu.in 10. Optimization as pattern search Some combinations give optimum outputs and some dont So, optimization is also a Boolean searchThe best place for students to learn Applied Engineering10http://www.insofe.edu.in 11. YouTube link For a detailed video on this topic visit the following link: http://www.youtube.com/watch?v=4Dp 6p9ZuoO8The best place for students to learn Applied Engineering11http://www.insofe.edu.in 12. International School of Engineering Plot 63/A, 1st Floor, Road # 13, Film Nagar, Jubilee Hills, Hyderabad - 500 033 For Individuals: +91-9502334561/62/63 For Corporates: +91-9618483483 Web: http://www.insofe.edu.inFacebook: https://www.facebook.com/insofe Twitter: https://twitter.com/Insofeedu YouTube: http://www.youtube.com/InsofeVideos Slide Share: http://www.slideshare.net/INSOFE LinkedIn: http://www.linkedin.com/company/internationalschool-of-engineering This presentation may contain references to findings of various reports available in the public domain. INSOFE makes no representation as to their accuracy or that the organization subscribes to those findings.The best place for students to learn Applied Engineering12http://www.insofe.edu.in