GitHub - VictorAppiah123/Efficient-Python-for-Data-Scientists

Efficient Python for Data Scientists

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

How To Write Python Clean Code [Article]
Write Efficient Python Code: Defining & Measuring Code Efficiency [Article | Code]
Write Efficient Python Code: Optimizing Your Code [Article | Code]
How To Eliminate Loops From Your Python Code [Article | Code]

Best Practices To Use Pandas Efficiently As A Data Scientist [Article | Notebook]
Stop Looping Through Pandas DataFrames & Do This Instead [Article | Notebook ]
Selecting & Replacing Values In Pandas DataFrame Effectively [Article | Notebook ]
How To Use .groupby() Effectively For Data Transformation As A Data Scientist [Article | Notebook]
20 Pandas Functions for 80% of your Data Science Tasks [Article | Notebook]
Data Exploration Becomes Easier & Better With Pandas Profiling [Article | Notebook]
Make Your Pandas Code 1000 Times Faster With This Trick Article | Notebook
Mastering Pandas Vectorization: Tips and Tricks for Maximizing Data Processing Efficiency
Maximizing Pandas Efficiency: Top 10 Mistakes to Steer Clear of in Your Code

Name		Name	Last commit message	Last commit date
Latest commit History 49 Commits
Datasets		Datasets
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