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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

Process

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  1. Commit Often, Perfect Later, Publish Once—Git Best Practices
  2. Computational Statistics in Python — Computational Statistics in Python 0.1 documentation
  3. Why Google stores billions of lines of code in a single repository
  4. ProjectTemplate for R
  5. Cookiecutter Data Science
  6. Cookiecutter Data Science Template
  7. 1 more

Prepare Data

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  1. Prepare with Scikit-Learn
  2. Feature Selection in Python
  3. XGBoost in Python

Methodology

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  1. Applied ML Process
  2. OSEMN
  3. CISP - Data Mining
  4. Cross Industry Standard Process for Data Mining
  5. De-identifying your data
  6. NSS§ Confidentiality Information Sheets

Managing concept drift

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  1. Learning under concept drift overview
  2. PAKDD11Tutorial_Handling_Concept_Drift.pdf
  3. A review on concept drift
  4. Characterising concept drft
  5. [1704.00362] Understanding Concept Drift
  6. [1010.4784] Learning under Concept Drift: an Overview
  7. 3 more

Career

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  1. Advice for Aspiring Chief Data Scientists: The Problems You Solve
  2. Advice for Aspiring Chief Data Scientists: The Problems You Solve
  3. Advice for Aspiring Chief Data Scientists: The People You Need
  4. 2016 Data Science Salary Survey

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
  7. 3 more

JupyterLab

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  1. jupyterlab/jupyterlab
  2. JupyterLab Tutorial

Miniconda

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  1. Conda Cheatsheet
  2. Quick install
  3. Test drive
  4. Using R with conda — Conda documentation
  5. Using Microsoft R Open — Conda documentation

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
  7. 4 more

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
  7. 1 more

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
  7. 2 more

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

Pelican

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  1. pelican-plugins/liquid_tags at master · getpelican/pelican-plugins
  2. pelican-plugins/series at master · getpelican/pelican-plugins
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