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Repository for the NPTEL course 'Data Analytics with Python'. Includes code examples, notebooks, and exercises covering data manipulation, visualization, statistics, and machine learning with Python libraries like NumPy, Pandas, and Matplotlib.

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Data-analytics-with-python-nptel

Data-analytics-with-python-nptel

Course Review:-Course Review video

Course layout

Weeks Topic
Week 1 Introduction To Data Analytics And Python Fundamentals
Week 2 Introduction To Probability
Week 3 Sampling And Sampling Distributions
Week 4 Hypothesis Testing
Week 5 Two Sample Testing And Introduction To ANOVA
Week 6 Two-Way ANOVA And Linear Regression
Week 7 Linear Regression And Multiple Regression
Week 8 Concepts Of MLE And Logistic Regression
Week 9 ROC And Regression Analysis Model Building
Week 10 C2 Test And Introduction To Cluster Analysis

Assignment Solutions old course

Weeks Youtube link
Week 1 assignment solution YouTube
Week 2 assignment solution YouTube
Week 3 assignment solution YouTube
Week 4 assignment solution YouTube
Week 5 assignment solution YouTube
Week 6 assignment solution YouTube
Week 7 assignment solution YouTube
Week 8 assigment solution Coming soon !
Week 9 assigment solution Coming soon !
Week 10 assignment solution YouTube
Week 11 assigment solution Coming soon !
Week 12 assigment solution Coming soon !

Youtube Playlist

https://youtu.be/cmRkGyrcsrI

Study Group :-

https://discord.gg/rNKDggem

Week-1 Introduction To Data Analytics And Python Fundamentals

Week-1

Details Link
Assignment solution Assignment solution
Practice Questions Practice Questions
Summary of Week-1 Summary of Week-1
Central Tendency and Dispersion Central Tendency and Dispersion
How to Run Python Notebook in Online Top 5 Platform to Run Python In Online

Useful links

Z-table

https://www.ztable.net/

Z-table calculator

https://www.calculator.net/z-score-calculator.html

T-table

https://www.tdistributiontable.com/

T-table calculator

https://goodcalculators.com/student-t-value-calculator/

Credit

NPTEL Video Playlist:- https://youtube.com/playlist?list=PLLy_2iUCG87CNafffzNZPVa9rW-QmOmEv&si=bscrB6uSG308P1XJ

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Repository for the NPTEL course 'Data Analytics with Python'. Includes code examples, notebooks, and exercises covering data manipulation, visualization, statistics, and machine learning with Python libraries like NumPy, Pandas, and Matplotlib.

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