Efficient Python Tricks and Tools for Data Scientists

Overview

View on GitHub View Book

Efficient Python Tricks and Tools for Data Scientists

Why efficient Python? Because using Python more efficiently will make your code more readable and run more efficiently.

Why for data scientist? Because Python has a wide application. The Python tools used in the data science field are not necessarily useful for other fields such as web development.

The goal of this book is to spread the awareness of efficient ways to do Python. They include:

  • efficient built-in methods and libraries to work with iterator, dictionary, function, and class
  • efficient methods to work with popular data science libraries such as pandas and NumPy
  • efficient tools to incorporate in a data science project
  • efficient tools to incorporate in any project
  • efficient tools to work with Jupyter Notebook.

image

What Should You Expect From This Book?

This book expects you to have some basic knowledge of Python and data science.

You should also expect bite-size code snippets for each section. This will allow you to obtain multiple pieces of knowledge in fewer than one minute. I included the link to the resources for every tools introduced in case you want to explore them further.

About This Book

This book includes more than 300 tips and tools I have shared daily on my website, Data Science Simplified. If you want to get the updated of new tips on your mailbox, you can subscribe to my website.

About The Author

image

Khuyen Tran is a data science writer at NVIDIA and a data science intern at Ocelot Consulting. She wrote over 150 data science articles with 100k+ views per month on Towards Data Science. She also wrote 300+ daily data science tips at Data Science Simplified. Her current mission is to make open-source more accessible to the data science community.

Supporters

Special thanks to these supporters for supporting this project!

Owner
Khuyen Tran
Data Scientist | Data Science Writer at NVIDIA & Towards Data Science
Khuyen Tran
Data intensive science for everyone.

InVesalius InVesalius generates 3D medical imaging reconstructions based on a sequence of 2D DICOM files acquired with CT or MRI equipments. InVesaliu

Galaxy Project 1k Jan 08, 2023
Algorithms covered in the Bioinformatics Course part of the Cambridge Computer Science Tripos

Bioinformatics This is a repository of all the algorithms covered in the Bioinformatics Course part of the Cambridge Computer Science Tripos Algorithm

16 Jun 30, 2022
CONCEPT (COsmological N-body CodE in PyThon) is a free and open-source simulation code for cosmological structure formation

CONCEPT (COsmological N-body CodE in PyThon) is a free and open-source simulation code for cosmological structure formation. The code should run on any Linux system, from massively parallel computer

Jeppe Dakin 62 Dec 08, 2022
Wikidata scholarly profiles

Scholia is a python package and webapp for interaction with scholarly information in Wikidata. Webapp As a webapp, it currently runs from Wikimedia To

Finn Årup Nielsen 180 Dec 28, 2022
ckan 3.6k Dec 27, 2022
Discontinuous Galerkin finite element method (DGFEM) for Maxwell Equations

DGFEM Maxwell Equations Discontinuous Galerkin finite element method (DGFEM) for Maxwell Equations. Work in progress. Currently, the 1D Maxwell equati

Rafael de la Fuente 9 Aug 16, 2022
Mathics is a general-purpose computer algebra system (CAS). It is an open-source alternative to Mathematica

Mathics is a general-purpose computer algebra system (CAS). It is an open-source alternative to Mathematica. It is free both as in "free beer" and as in "freedom".

Mathics 535 Jan 04, 2023
artisan: visual scope for coffee roasters

Artisan Visual scope for coffee roasters WARNING: pre-release builds may not work. Use at your own risk. Summary Artisan is a software that helps coff

Artisan – Visual Scope for Coffee Roasters 705 Jan 05, 2023
Validated, scalable, community developed variant calling, RNA-seq and small RNA analysis

Validated, scalable, community developed variant calling, RNA-seq and small RNA analysis. You write a high level configuration file specifying your in

Blue Collar Bioinformatics 915 Dec 29, 2022
🍊 :bar_chart: :bulb: Orange: Interactive data analysis

Orange Data Mining Orange is a data mining and visualization toolbox for novice and expert alike. To explore data with Orange, one requires no program

Bioinformatics Laboratory 3.9k Jan 05, 2023
ReproZip is a tool that simplifies the process of creating reproducible experiments from command-line executions, a frequently-used common denominator in computational science.

ReproZip ReproZip is a tool aimed at simplifying the process of creating reproducible experiments from command-line executions, a frequently-used comm

267 Jan 01, 2023
collection of interesting Computer Science resources

collection of interesting Computer Science resources

Kirill Bobyrev 137 Dec 22, 2022
Float2Binary - A simple python class which finds the binary representation of a floating-point number.

Float2Binary A simple python class which finds the binary representation of a floating-point number. You can find a class in IEEE754.py file with the

Bora Canbula 3 Dec 14, 2021
3D medical imaging reconstruction software

InVesalius InVesalius generates 3D medical imaging reconstructions based on a sequence of 2D DICOM files acquired with CT or MRI equipments. InVesaliu

443 Jan 01, 2023
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

Cookiecutter Data Science A logical, reasonably standardized, but flexible project structure for doing and sharing data science work. Project homepage

6.4k Jan 02, 2023
Veusz scientific plotting application

Veusz 3.3.1 Veusz is a scientific plotting package. It is designed to produce publication-ready PDF or SVG output. Graphs are built-up by combining pl

Veusz 613 Dec 16, 2022
Kedro is an open-source Python framework for creating reproducible, maintainable and modular data science code

A Python framework for creating reproducible, maintainable and modular data science code.

QuantumBlack Labs 7.9k Jan 01, 2023
CoCalc: Collaborative Calculation in the Cloud

logo CoCalc Collaborative Calculation and Data Science CoCalc is a virtual online workspace for calculations, research, collaboration and authoring do

SageMath, Inc. 1k Dec 29, 2022
A simple computer program made with Python on the brachistochrone curve.

Brachistochrone-curve This is a simple computer program made with Python on the brachistochrone curve. I decided to write it after a physics lesson on

Diego Romeo 1 Dec 16, 2021
Read-only mirror of https://gitlab.gnome.org/GNOME/pybliographer

Pybliographer Pybliographer provides a framework for working with bibliographic databases. This software is licensed under the GPLv2. For more informa

GNOME Github Mirror 15 May 07, 2022