GitHub - youssefHosni/Efficient-Python-for-Data-Scientists: Writing clean and optimized Python code

Efficient Python for Data Scientists

Learn how to write efficient Python code as a data scientist.

Topic	Blog	Kaggle Notebook	Youtube Video
How To Write Python Clean Code
Write Efficient Python Code: Defining & Measuring Code Efficiency
Write Efficient Python Code: Optimizing Your Code
How To Eliminate Loops From Your Python Code
5 Tips to Write Efficient Python Functions
How to Use Caching to Speed Up Your Python Code & LLM Application

Topic	Blog	Kaggle Notebook	Youtube Video
Best Practices To Use Pandas Efficiently As A Data Scientist
Stop Looping Through Pandas DataFrames & Do This Instead
Selecting & Replacing Values In Pandas DataFrame Effectively
How To Use .groupby() Effectively For Data Transformation As A Data Scientist
20 Pandas Functions for 80% of Your Data Science Tasks
Data Exploration Becomes Easier & Better With Pandas Profiling
Make Your Pandas Code 1000 Times Faster With This Trick
Maximizing Pandas Efficiency: Top 10 Mistakes to Steer Clear of in Your Code

Name		Name	Last commit message	Last commit date
Latest commit History 76 Commits
Datasets		Datasets
1_XNhMJunrlY_Xfei8D8sPeg.png		1_XNhMJunrlY_Xfei8D8sPeg.png
20_Pandas_Functions_for_80_of_your_Data_Science Tasks.ipynb		20_Pandas_Functions_for_80_of_your_Data_Science Tasks.ipynb
Best_Practices_To_Use_Pandas_Efficiently_As_A_Data_Scientist.ipynb		Best_Practices_To_Use_Pandas_Efficiently_As_A_Data_Scientist.ipynb
Data Exploration Becomes Easier & Better With Pandas Profiling.md		Data Exploration Becomes Easier & Better With Pandas Profiling.md
How To Eliminate Loops From Your Python Code.ipynb		How To Eliminate Loops From Your Python Code.ipynb
Make_Your_Pandas_Code_1000_Times_Faster_With_This Trick.ipynb		Make_Your_Pandas_Code_1000_Times_Faster_With_This Trick.ipynb
README.md		README.md
Selecting_&_Replacing_Values_In_Pandas_DataFrame_Effectively.ipynb		Selecting_&_Replacing_Values_In_Pandas_DataFrame_Effectively.ipynb
Stop_Looping_Through_Pandas_DataFrames_&_Do_This Instead.ipynb		Stop_Looping_Through_Pandas_DataFrames_&_Do_This Instead.ipynb
Write Efficient Python Code [Defining and Measuring Code Efficiency].ipynb		Write Efficient Python Code [Defining and Measuring Code Efficiency].ipynb
Write_Efficient_Python_Code_(Optimizing_Your Code).ipynb		Write_Efficient_Python_Code_(Optimizing_Your Code).ipynb