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
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
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
Book on Julia for Data Science

Book on Julia for Data Science

Julia Data Science 349 Dec 25, 2022
CS 506 - Computational Tools for Data Science

CS 506 - Computational Tools for Data Science Code, slides, and notes for Boston University CS506 Fall 2021 The Final Project Repository can be found

Lance Galletti 14 Mar 23, 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
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
collection of interesting Computer Science resources

collection of interesting Computer Science resources

Kirill Bobyrev 137 Dec 22, 2022
OPEM (Open Source PEM Fuel Cell Simulation Tool)

Table of contents What is PEM? Overview Installation Usage Executable Library Telegram Bot Try OPEM in Your Browser! MATLAB Issues & Bug Reports Contr

ECSIM 133 Jan 04, 2023
3D visualization of scientific data in Python

Mayavi: 3D visualization of scientific data in Python Mayavi docs: http://docs.enthought.com/mayavi/mayavi/ TVTK docs: http://docs.enthought.com/mayav

Enthought, Inc. 1.1k Jan 06, 2023
SCICO is a Python package for solving the inverse problems that arise in scientific imaging applications.

Scientific Computational Imaging COde (SCICO) SCICO is a Python package for solving the inverse problems that arise in scientific imaging applications

Los Alamos National Laboratory 37 Dec 21, 2022
PsychoPy is an open-source package for creating experiments in behavioral science.

PsychoPy is an open-source package for creating experiments in behavioral science. It aims to provide a single package that is: precise enoug

PsychoPy 1.3k Dec 31, 2022
Python Data Science Handbook: full text in Jupyter Notebooks

Python Data Science Handbook This repository contains the entire Python Data Science Handbook, in the form of (free!) Jupyter notebooks. How to Use th

Jake Vanderplas 36.9k Dec 28, 2022
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.

Spack Spack is a multi-platform package manager that builds and installs multiple versions and configurations of software. It works on Linux, macOS, a

Spack 3.1k Dec 31, 2022
Graphic notes on Gilbert Strang's "Linear Algebra for Everyone"

Graphic notes on Gilbert Strang's "Linear Algebra for Everyone"

Kenji Hiranabe 3.2k Jan 08, 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
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
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
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
Open Delmic Microscope Software

Odemis Odemis (Open Delmic Microscope Software) is the open-source microscopy software of Delmic B.V. Odemis is used for controlling microscopes of De

Delmic 32 Dec 14, 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