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https://github.com/yash-kavaiya/data-analytics-with-python-nptel
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.
https://github.com/yash-kavaiya/data-analytics-with-python-nptel
matplotlib numpy pandas python
Last synced: about 2 months ago
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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.
- Host: GitHub
- URL: https://github.com/yash-kavaiya/data-analytics-with-python-nptel
- Owner: Yash-Kavaiya
- Created: 2022-04-08T05:56:49.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-05-01T16:59:09.000Z (8 months ago)
- Last Synced: 2024-05-02T11:47:06.988Z (8 months ago)
- Topics: matplotlib, numpy, pandas, python
- Language: Jupyter Notebook
- Homepage:
- Size: 137 KB
- Stars: 6
- Watchers: 1
- Forks: 3
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Data-analytics-with-python-nptel
Course Review:-[](https://youtu.be/QLyti7a3wMw?si=V9ZGUUprNrLslesZ
)
## 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 | [](https://youtu.be/lEF4bSJwAZE) |
| Week 2 assignment solution | [](https://youtu.be/3rTdNwQSuaI) |
| Week 3 assignment solution | [](https://youtu.be/8uUVuMNF8gI) |
| Week 4 assignment solution | [](https://youtu.be/B9SSEX5w2Vs) |
| Week 5 assignment solution | [](https://youtu.be/eTv6eHAdUNA) |
| Week 6 assignment solution | [](https://youtu.be/_7mCv-ZOYlU) |
| Week 7 assignment solution | [](https://youtu.be/8RhI9Yjbp9c) |
| Week 8 assigment solution | Coming soon ! |
| Week 9 assigment solution | Coming soon ! |
| Week 10 assignment solution | [](https://youtu.be/3sSgR04FFfM) |
| 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 | []([https://www.youtube.com/watch?v=KmQOlg5YfU0&list=PLZoTAELRMXVOQPRG7VAuHL--y97opD5GQ&pp=gAQBiAQB](https://youtu.be/lEF4bSJwAZE?si=KsXJCFaYiDWEYnur)) |
| Practice Questions |[]([https://www.youtube.com/watch?v=KmQOlg5YfU0&list=PLZoTAELRMXVOQPRG7VAuHL--y97opD5GQ&pp=gAQBiAQB](https://www.youtube.com/live/_ehcQLhzzzM?si=p9gSGKQHGIZ5Hjrf)) |
| Summary of Week-1 |[](https://youtu.be/klreBPvFSxE?si=G6F-qQo4VFfyrxIe) |
| Central Tendency and Dispersion |[](https://youtu.be/jjRwZzgFhXY) |
| How to Run Python Notebook in Online | [](https://youtube.com/live/NvSPiaflnO0) |
## 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