Python Snippets For Data Science

COVID19: Wear Mask, Keep distance, Stay Home, Stay Safe

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

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:

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

Requirements

You must be in python file.

Extension Settings

Known Issues

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

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 ;)

Python Snippets For Data Science

Sunil Yadav

Python Snippets For Data Science

COVID19: Wear Mask, Keep distance, Stay Home, Stay Safe

- 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

Snippets Naming Convention*

Machine Learning Snippets

Regression

Classification

Pandas Dataframe snippets

Python File/Interactive window snippets

Miscelanious

Requirements

Extension Settings

Known Issues

Release Notes

0.0.0.3-4

0.0.0.2

0.0.0.1

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

Snippets Naming Convention^*