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A series of workshops that I facilitated that introduces the basics of machine learning (ML) using python. The goal is to equip absolute beginners in the Python Language, the ability to navigate and create their own python scripts, analyze basic Datasets, and build simple prediction models around it.

License: GNU General Public License v3.0

Jupyter Notebook 100.00%
python machine-learning data-analysis numpy data-science pandas

python-workshop's Introduction

Python Workshop

A series of workshops to introduce the basics of machine learning (ML) using python
By Rein Bugnot

Part 1: Python Basics

  • Getting Started with IPython Notebook
  • Printing Outputs
  • Data Types
  • Arithmetics
  • Control Structures
  • Functions

Part 2: Data Analysis using Python

  • Creating Numpy Arrays
  • Array Inspection
  • Data Slicing
  • Array Arithmetics
  • Array Manipulation
  • Data Visualization

Part 3: Regression Basics

  • Scikit-learn Library
  • Implementing Linear Regression

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