Home Uncategorized Awesome Data Science cheat sheets for python

Awesome Data Science cheat sheets for python

265
0
SHARE

Data science is a multi-disciplinary most demanding skill in the 2020s. it is the concept to unify the statistics, data analysis, and related methods in order to identify the nuances of data. Every small-town Indian startup to Silicon Valley big tech giants is using data science powered techniques to identify the customer behaviors, patterns and understating the needs making the business strategy to sync with the customer and making optimal revenue.

New technology advancements in Data Science and AI revolution evolved from complex data processing solutions to voice recognition, image detection, and real-time predictions of stocks. The data enabled millions of opportunities for the next generation of young minds.

Python has an extensive set of data science and machine learning libraries and a huge community for support and development. Here we cover some best cheat sheets for the python, ML, and Data Science which will help as a quick reference for the concepts.

Note: all the cheat sheets belong to their respective owners and use them responsibly.

Python learningPython basics:

https://datacamp-community-prod.s3.amazonaws.com/e30fbcd9-f595-4a9f-803d-05ca5bf84612

https://github.com/ehmatthes/pcc/releases/download/v1.0.0/beginners_python_cheat_sheet_pcc_all.pdf

Data importing:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Cheat+Sheets/Importing_Data_Python_Cheat_Sheet.pdf

Data cleaning:

https://www.analyticsvidhya.com/blog/2015/06/quick-guide-text-data-cleaning-python/

Jupiter notebook:

https://datacamp-community-prod.s3.amazonaws.com/48093c40-5303-45f4-bbf9-0c96c0133c40

Fundamental python libraries:

Numpy:

https://www.hb.ucsc.edu/wp-content/uploads/2017/09/numpy.pdf

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf

Pandas:

https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf

https://datacamp-community-prod.s3.amazonaws.com/dbed353d-2757-4617-8206-8767ab379ab3

Scipy:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf

Data Visualization:

Matplotlib:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf

Bokhe:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Bokeh_Cheat_Sheet.pdf

Plotly:

https://images.plot.ly/plotly-documentation/images/python_cheat_sheet.pdf

Big Data:

PySpark – RDDs:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_Cheat_Sheet_Python.pdf

Pyspark- SQL:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_SQL_Cheat_Sheet_Python.pdf

Machine Learning:

Machine learningSklearn:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

http://bit.ly/2xIBJpJ

https://www.analyticsvidhya.com/blog/2016/12/cheatsheet-scikit-learn-caret-package-for-python-r-respectively

https://cheatography.com//damini/cheat-sheets/scikit-learn-for-machine-learning/pdf/

Natural Language Processing:

https://cheatography.com//murenei/cheat-sheets/natural-language-processing-with-python-and-nltk/pdf/

http://datacamp-community-prod.s3.amazonaws.com/29aa28bf-570a-4965-8f54-d6a541ae4e06

Deep Learning:

Tensorflow:

http://www.aicheatsheets.com/static/pdfs/tensorflow_v_2.0.pdf

pytorch:

https://www.simonwenkel.com/publications/cheatsheets/pdf/cheatsheet_pytorch.pdf

https://pytorch.org/tutorials/beginner/ptcheat.html

Keras:

https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf

Neural networks / AI and other helpful resources:

https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463

See More: 50 best interview questions and responses.

I hope you like the collection of Data Science cheats sheets for python. There are thousands of online resources to learn new skills. if you like it, please share it with your friends.