OdaepO 's blog

Cheat Sheets for data science

from:
https://medium.com/@anushka.datascoop/101-data-science-cheat-sheets-ml-dl-scraping-python-r-sql-maths-statistics-ef30b4d786eb

PYTHON

Basic Python

  1. gto76 — extensive Python cheat sheet offered by GitHub
  2. memento
  3. Pythoncheatsheet.org
  4. Cheatography
  5. Python crash course
  6. DataQuest ( basic and intermediate )
  7. MementoPython3

Numpy

  1. DataCamp
  2. Intellipat
  3. A Little Bit of Everything
  4. Data Quest
  5. NumPy for R (and S-plus) Users
  6. Ipgp_github

Pandas

  1. The Most Comprehensive Cheat Sheet
  2. BecomingHuman.AI
  3. The Beginner’s Cheat Sheet
  4. DATACAMP
  5. Data Science Central (compact)
  6. INTELLIPAT

Matplotlib

  1. Datacamp
  2. GitHub
  3. Cheatography
  4. Becominghuman.ai
  5. Travis_Blog

Seaborn

  1. Datacamp
  2. Cheatography
  3. MartinNormark
  4. kaggle

SQL

  1. SQL_Detailed
  2. LearnSQL
  3. SQL_Tutorial
  4. SQL_Joins
  5. Intellipat
  6. BuggyProgrammer

Web Scraping Tools

  1. Data Camp (Python webscraping)
  2. Beautifulsoup -Tutorialspoint
  3. Web Scraping with Scrapy and MongoDB
  4. Beautiful Soup — Akul’s Blog
  5. Beautiful Soup — Cheatography
  6. Selenium — Intellipaat
  7. Selenium — Automatetheplanet

Some blogs and GitHub repositories with more details : —

Medium Blog by Frank

Blog by Hartley Brody

GitHub Repo — YUSUZECH

Making Web Crawlers Using Scrapy for Python — DataCamp

Use web scraping to become more competitive

Here is am article on Legal issues associated with Web scraping.

Data Visualization Tools

Tableau

  1. Intellipat
  2. Tableau_community
  3. howto
  4. Datacamp

Maths and Statistics

  1. Probability
  2. Statistics
  3. Linear Algebra
  4. Matrices
  5. Calculus/Trignometry_etc
  6. Stats_for_interviews

Machine Learning Algorithms

Machine Learning Algorithms

Stanford_ML

Machinelearningmastery

Sas_ml

R_bloggers

Reinforcement Learning

  1. Reinforcement Learning Cheatsheet
  2. RL Cheatsheet Github

Deep Learning and NLP

  1. AndrewNG_DeepLearning
  2. Stanford(deep learning)
  3. Stanford(neural_nets)
  4. Datacamp (Keras)
  5. Aimov_institute

Tensorflow

  1. BecomingHuman.AI
  2. Altoros
  3. Github
  4. Stanford.edu
  5. Cheatography
  6. HackerNoon
  7. TensorFlow

Keras

  1. BuggyProgrammer
  2. DataCamp
  3. Quick_tutorial

NLTK

  1. Cheatography
  2. Computingeverywhere
  3. nltk.org

Spacy

  1. Spacy.io
  2. Datacamp
  3. kaggle
  4. Cheatography

IDE and OS

Linux

  1. Linux_OS
  2. Cheatography
  3. Guru99

Jupyter Notebook

  1. Datacamp
  2. Cheatography
  3. Edureka
  4. Anaconda

ScikitLearn

  1. DataCamp
  2. Edureka.co
  3. Intellipaat
  4. Cheatography

GitHub

  1. BitBucket
  2. Freecodecamp
  3. Gitlab
  4. GitHub
  5. Git_Training
  6. Intellipat

Pytorch

  1. Pytorch.org
  2. Pytorch.org (for beginners)
  3. KDNuggets
  4. Cheatography
  5. Github
  6. ProgrammerSought
  7. TechRepublic

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