krypticmouse / ieee-data-analysis-workshop

One day workshop on data anlysis organized by IEEE Student Branch of Sathyabama University

IEEE-Data-Analysis-Workshop

One day workshop on data analysis organized by IEEE Student Branch of Sathyabama University

Download the dataset

• https://archive.ics.uci.edu/ml/machine-learning-databases/wine-quality/ --> 'winequality-red.csv' file

Link to dataset for quiz

• https://www.kaggle.com/aitzaz/stack-overflow-developer-survey-2020

Questions

1. How many rows and columns are there in the dataset?
2. What is the datatype of different values in the dataset?
3. Identify the top 2 countries with the highest number of respondents.
4. What is the ratio of gender?
5. What insights did you gain from the dataset?

Link to colab file

https://colab.research.google.com/drive/1OKz4nu_LLDgTatN0ecVzUwAB4GssjXv2?usp=sharing

Python resources

• Python programming beginner tutorials - Corey Schafer (Complete playlist on Youtue)
• Learn Python Programming - Clever Programmer (Complete Playlist on YouTube)
• Python Programming -Socratica (YouTube)
• Python Tutorials - Telusko (Youtube)
• Solve Python questions - Hackerrank

Numpy resources

• https://www.dataquest.io/blog/numpy-tutorial-python/
• https://www.analyticsvidhya.com/blog/2020/04/the-ultimate-numpy-tutorial-for-data-science-beginners/
• https://www.machinelearningplus.com/python/101-numpy-exercises-python/
• Numpy tutorials - Codebasics (Complete playlist on Youtube)

Pandas resources

• Pandas for data analysis - Analytics Vidhya (Free course)
• Data analysis in Python with Pandas - Data School (Complete playlist on Youtube)
• Pandas Tutorials - Corey Schafer (Complete playlist on Youtube)
• Pandas Tutorial - Data Analysis in Python - Codebasics (Complete playlist on Youtube)
• Pandas Exercises, Practice, Solution
• http://www.gregreda.com/2013/10/26/intro-to-pandas-data-structures/
• https://nbviewer.jupyter.org/github/fonnesbeck/Bios8366/blob/master/notebooks/Section2_1-Introduction-to-Pandas.ipynb - Jupyter notebook

Matplotlib resources

• Matplotlib tutorial - Corey Schafer (Youtube)
• Matplotlib playlist - Codebasics (Youtube)
• Matplotlib tutorials - Sentdex (Youtube)

Data Analysis

https://www.youtube.com/playlist?list=PLWKjhJtqVAblvI1i46ScbKV2jH1gdL7VQ

Along with these tutorials videos you may also follow geeksforgeeks, analytics vidhya, Analytics India Magazine, Medium blogs, tutorials point, kaggle basic courses, etc. Just know what and how to google properly, you will get all the best things in google itself.

More resources for Exploratory Data Analysis

• https://jovian.ai/aakashns/python-eda-stackoverflow-survey

We all were a beginner at some point, but with constant efforts we can master anything!

For any doubts contact me at:

email id: [email protected]

Linkedin id: https://www.linkedin.com/in/antaripa-saha/