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
An open-source application for biological image analysis

CellProfiler is a free open-source software designed to enable biologists without training in computer vision or programming to quantitatively measure

CellProfiler 734 Jan 08, 2023
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
Doing bayesian data analysis - Python/PyMC3 versions of the programs described in Doing bayesian data analysis by John K. Kruschke

Doing_bayesian_data_analysis This repository contains the Python version of the R programs described in the great book Doing bayesian data analysis (f

Osvaldo Martin 851 Dec 27, 2022
Statsmodels: statistical modeling and econometrics in Python

About statsmodels statsmodels is a Python package that provides a complement to scipy for statistical computations including descriptive statistics an

statsmodels 8.1k Dec 30, 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
A mathematica expression evaluator with PokemonTypes

A simple mathematical expression evaluator that uses Pokemon types to replace symbols.

Arnav Jindal 2 Nov 14, 2021
AnuGA for the simulation of the shallow water equation

ANUGA Contents ANUGA What is ANUGA? Installation Documentation and Help Mailing Lists Web sites Latest source code Bug reports Developer information L

Geoscience Australia 147 Dec 14, 2022
A framework for feature exploration in Data Science

Beehive A framework for feature exploration in Data Science Background What do we do when we finish one episode of feature exploration in a jupyter no

Steven IJ 1 Jan 03, 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
Datamol is a python library to work with molecules

Datamol is a python library to work with molecules. It's a layer built on top of RDKit and aims to be as light as possible.

datamol 276 Dec 19, 2022
Incubator for useful bioinformatics code, primarily in Python and R

Collection of useful code related to biological analysis. Much of this is discussed with examples at Blue collar bioinformatics. All code, images and

Brad Chapman 560 Dec 24, 2022
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
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.

Khuyen Tran 944 Dec 28, 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
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

Karate Club is an unsupervised machine learning extension library for NetworkX. Please look at the Documentation, relevant Paper, Promo Video, and Ext

Benedek Rozemberczki 1.8k Dec 31, 2022
Metaflow is a human-friendly Python/R library that helps scientists and engineers build and manage real-life data science projects

Metaflow Metaflow is a human-friendly Python/R library that helps scientists and engineers build and manage real-life data science projects. Metaflow

Netflix, Inc. 6.3k Jan 03, 2023
Program that estimates antiderivatives utilising Maclaurin series.

AntiderivativeEstimator Program that estimates antiderivatives utilising Maclaurin series. Setup: Needs Python 3 and Git installed and added to PATH.

James Watson 3 Aug 04, 2021
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 computer algebra system written in pure Python

SymPy See the AUTHORS file for the list of authors. And many more people helped on the SymPy mailing list, reported bugs, helped organize SymPy's part

SymPy 9.9k Jan 08, 2023
A modular single-molecule analysis interface

MOSAIC: A modular single-molecule analysis interface MOSAIC is a single molecule analysis toolbox that automatically decodes multi-state nanopore data

National Institute of Standards and Technology 35 Dec 13, 2022