Cyborg_SMS_SyllbusReport.pdf

Quantum School of Technology Roorkee - Dehradun Highway, Mandawar, Roorkee, Uttarakhand 247167 Fax No....

Quantum School of Technology Roorkee - Dehradun Highway, Mandawar, Roorkee, Uttarakhand 247167 Fax No. www.quantumuniversity.edu.in Syllabus Course Type: Computer Course : Master of Computer Applications Applications Year/sem: 3 Sem Branch : Created By: Data Visualization and Machine Learning Models CA43201 Unit Sub Unit Topic Duration Unit-1 Introduction to data visualization, Data for data graphics, Design principles, Categorical, time series, statistical 8 data graphics Unit-2 Introduction to Matplotlib, Basic Plotting with Matplotlib, Area Plots, Histograms, Bar Charts, Pie Charts, Box 7 Plots, Scatter Plots Unit-3 Introduction: what is ML; Problems, data, and tools;, Visualization; Matlab, Python, Linear regression; SSE;, 7 gradient descent, Overfitting and complexity; training, validation, test data Unit-4 Classification problems; decision boundaries, ; nearest neighbor methods,Linear classifiers,Ensemble 7 methods:, random forests, SVM, Neural Network unit-5 Introduction to Unsupervised classifiers: K-mean clustering, Fuzzy C-means, Gaussian etc. 7 Copyright @ Cyborg IT Services (P) Ltd. An ISO 9001: 2008 certified company Campsys