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Sl.No Chapter Name MP4 Download Transcript Download
1Introduction to Python for Data ScienceDownloadPDF unavailable
2Introduction to Python DownloadPDF unavailable
3Introduction to Spyder - Part 1DownloadPDF unavailable
4Introduction to Spyder - Part 2DownloadPDF unavailable
5Variables and DatatypesDownloadPDF unavailable
6OperatorsDownloadPDF unavailable
7Lists Part -1DownloadPDF unavailable
8Lists Part -2DownloadPDF unavailable
9TuplesDownloadPDF unavailable
10DictionaryDownloadPDF unavailable
11SetsDownloadPDF unavailable
12Numpy Part -1DownloadPDF unavailable
13Numpy Part -2DownloadPDF unavailable
14MatrixDownloadPDF unavailable
15Linear algebra Part -1DownloadPDF unavailable
16Linear algebra Part -2DownloadPDF unavailable
17Reading dataDownloadPDF unavailable
18Pandas Dataframes IDownloadPDF unavailable
19Pandas Dataframes IIDownloadPDF unavailable
20Pandas Dataframes IIIDownloadPDF unavailable
21Control structures & FunctionsDownloadPDF unavailable
22Exploratory data analysisDownloadPDF unavailable
23Data Visualization-Part IDownloadPDF unavailable
24Data Visualization-Part IIDownloadPDF unavailable
25Dealing with missing dataDownloadPDF unavailable
26Module : Predictive ModellingDownloadPDF unavailable
27Linear RegressionDownloadPDF unavailable
28Model AssessmentDownloadPDF unavailable
29Diagnostics to Improve Linear Model FitDownloadPDF unavailable
30Multiple Linear RegressionDownloadPDF unavailable
31Cross ValidationDownloadPDF unavailable
32ClassificationDownloadPDF unavailable
33Logistic RegressionDownloadPDF unavailable
34Logistic Regression ( Continued )DownloadPDF unavailable
35Performance MeasuresDownloadPDF unavailable
36K - Nearest Neighbors (kNN)DownloadPDF unavailable
37K - means ClusteringDownloadPDF unavailable
38Decision TreesDownloadPDF unavailable
39Introduction to Classification Case StudyDownloadPDF unavailable
40Case Study on Classification Part IDownloadPDF unavailable
41Case Study on Classification Part IIDownloadPDF unavailable
42Introduction to Regression Case StudyDownloadPDF unavailable
43Case Study on Regression Part IDownloadPDF unavailable
44Case Study on Regression Part IIDownloadPDF unavailable
45Case Study on Regression Part IIIDownloadPDF unavailable