CS177 – Data Analytics and Mining #

CS177-lecture-20220125: syllabus
CS177-lecture-20220127: data exploration
CS177-lecture-20220202: data exploration
classification
CS177-lecture-20220203: data exploration
classificiation
CS177-lecture-20220210: numpy
pandas
CS177-lecture-20220215: data preprocessing
CS177-lecture-20220217: data preprocessing
CS177-lecture-20220222: data preprocessing
similarity
sampling
CS177-lecture-20220224: classification
hunt's algorithm
CS177-lecture-20220301: classification
CS177-lecture-20220303
CS177-lecture-20220308: linear regression
CS177-lecture-20220310: overfitting
CS177-lecture-20220315: overfitting
CS177-lecture-20220329: instance based learning
nearest neighbor
bayesian classification
CS177-lecture-20220405: bayesian classification
support vector machines
CS177-lecture-20220407: artificial neural networks
perceptron
CS177-lecture-20220412: artificial neural networks
CS177-lecture-20220421: clustering