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Data-Science-in-Python

Table of contents

Installation

or

What is Data Science?

Books

Online courses

Youtube Videos & Channels

Presentations

Data Science using Python

This list covers only Python, as many are already familiar with this language. Data Science tutorials using R.

Learning Python

numpy

numpy is a Python library which provides large multidimensional arrays and fast mathematical operations on them.

pandas

pandas provides efficient data structures and analysis tools for Python. It is build on top of numpy.

scikit-learn

scikit-learn is the most common library for Machine Learning and Data Science in Python.

Jupyter Notebook

Jupyter Notebook is a web application for easy data visualisation and code presentation.

Common Algorithms and Procedures

Competitions

Some data mining competition platforms

Data Science Ideas

Human Resources

Finance

IT

Marketing

Sales

Supply chain

Insurance

Life sciences

Manufacturing

Finance and Tax

Public Safety

  • Crime Wave Detection
  • Patrolling Suggestions (Preventative Policing)
  • Crime Case Resolution Prediction
  • Crime Clustering
  • Complex/Organised Crime network detection
  • Terrorist Cell Identification
  • Alerting & Officer Safety
  • Criminal Evolution
  • Domestic Violence
  • Radicalisation prediction
  • Mass scale surveillance

Data Sets

Reference https://github.com/bulutyazilim/awesome-datascience https://github.com/JosPolfliet/awesome-datascience-ideas https://github.com/siboehm/awesome-learn-datascience

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