Data Science

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Principles

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  1. Data Science Maturity Model
  2. The DataOps Manifesto

Deployment

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  1. Deploy Flask apps using Anaconda on Ubuntu Server

Jupyter

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  1. ipywidgets and jupyter-js-widgets
  2. tqdm/tqdm
  3. How to list all installed packages
  4. ipython-contrib/jupyter_contrib_nbextensions
  5. Widget List
  6. Project Jupyter

JupyterLab

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  1. jupyterlab/jupyterlab
  2. JupyterLab Tutorial

Azure

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  1. Microsoft Azure Portal Dashboard
  2. Azure Products by Region
  3. Azure ML Studio
  4. Cortana Gallery Jupyter Notebooks
  5. Automating WebJobs & AzCopy
  6. SOAP pass-through

Relational

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Sql Server

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  1. SQL-CLR Data Type Mapping

Statistics

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  1. Statistical Distribution Tables

NoSQL

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  1. Cassandara Docs
  2. Cassandra DataModel Cheat Sheet

Git

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  1. Set up SSH for Git

Visualisation

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  1. ResidentMario/missingno

Design Patterns

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  1. JCSA48-3-2.pdf
  2. lec18.pdf

Python

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  1. Python Anti-Patterns
  2. Customizing matplotlib — Matplotlib 2.0.0 documentation
  3. PyLint Messages

scipy

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  1. Scipy Lecture Notes — Scipy lecture notes

pandas

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  1. Pandas Cheat Sheet.pdf
  2. Creating Pandas DataFrames
  3. pandas.set_option — pandas 0.19.2 documentation
  4. 10 Minutes to pandas
  5. Cookbook / Idioms
  6. API Reference

numpy

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  1. Python Numpy Tutorial
  2. Quickstart tutorial
  3. API Reference
  4. Statistics API
  5. Distributions API - numpy.random
  6. Random sampling API - numpy.random

scikit-learn

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  1. dformoso/sklearn-classification
  2. Scikit Learn Cheat Sheet Python.pdf
  3. Example Gallery
  4. API Reference
  5. User guide
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