Python Snippets For Data Science

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Thank you for using these snippets, hope they make your coding faster, welcome your feedback!!!

- Classification Snippets included
- Clustering, Dimensionality Reduction, Association Rules(Recommender Systems),Deep Learning, Reinforcement Learning etc.. will come soon.

Get all great Python and Azure extension here

TRICKS 🔔
1. For Machine learning start type `ml` list of available snippets will appear then navigate to desired snippet

Snippets Naming Convention^*

• Machine Learning (Using scikit-learn) for most of snippets
  • Supervised Machine Learning
    • Snippets will start with ml
    • If it is for Regression then -r suffix will be added
    • If it is for Classification then -c suffix will be added (Coming Soon!!!)
    • Final will approach for example:
      • -slr ==> Linear Regression - Single Variable
      • -mlr ==> Linear Regression - Multiple Variables

So for simle linear regression snippet will be ml-r-slr. See available snippets below

• Pandas
  • Snippets will start with p
• Cell Creation in Python file
  • Snippets will start with c

List of available snippets:

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Machine Learning Snippets

Regression

Snippet Key	Description
ml-r-slr	Simple Linear Regression
ml-r-mlr	Multiple Linear Regression
ml-r-ply	Polynomial Regression
ml-r-svr	SVM Regressor with RBF kernel
ml-r-dtr	Decision Tree Regressor
ml-r-rfr	Random Forest Regressor

Classification

Snippet Key	Description
ml-c-lr	Logistic Regression Classification
ml-c-knn	K-Nearest Neighbors (K-NN) Classification
ml-c-svm	Support Vector Machine (SVM) Classification
ml-c-ksvm	Kernel SVM Classification
ml-c-gnb	Gaussian Naive Bayes
ml-c-mnb	Multinomial Naive Bayes
ml-c-dtc	Decision Tree Classification
ml-c-rfc	Random Forest Classification

Pandas Dataframe snippets

Snippet Key	Description
pd	Import numpy, pandas and create a data frame from csv file
pp	Above + matplotlib.pyplot
ps	Above + seborn

Python File/Interactive window snippets

Snippet Key	Description
c	Create Cell (# %%)
cc	Create Markdown cell(# %% [markdown])

Miscelanious

Snippet Key	Description
r	Ref Line

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Requirements

You must be in python file.

Extension Settings

NA

Known Issues

NA

Release Notes

0.0.0.3-4

Adding snippets for Python File/Interactive window snippets

0.0.0.2

Message added in readme file

0.0.0.1

Initial release of Python Snippets For Data Science

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Credits:

• ^*Many (not all) Naming conventions and code flow are inspired from udemy course [Machine Learning A-Z™: Hands-On Python & R In Data Science] (https://www.udemy.com/course/machinelearning/), as I learned from it found very intuitive - Though we don't have any business deal ;)