## Linear Algebra using numpy – Vectors

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Linear Algebra using numpy - Vectors In this post we explore some common linear algebra functions and their application in pure python and numpy Python lists are not vectors, they…

## Resampling time series data with pandas

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Resampling time series data with pandasIn this post, we'll be going through an example of resampling time series data using pandas. We're going to be tracking a self-driving car at…

## Linear Programming with Python and PuLP

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Introduction to Linear Programming with Python and PuLP Linear Programming, also sometimes called linear optimisation, involves maximising or minimising a linear objective function, subject to a set of linear inequality…

## Linear Programming with Python and PuLP – Part 6

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Introduction to Linear Programming with Python - Part 6Mocking conditional statements using binary constraints In part 5, I mentioned that in some cases it is possible to construct conditional statements…

## Linear Programming with Python and PuLP – Part 5

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Introduction to Linear Programming with Python - Part 5Using PuLP with pandas and binary constraints to solve a scheduling problem In this example, we'll be solving a scheduling problem. We…

## Linear Programming with Python and PuLP – Part 4

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Linear Programming with Python and PuLP - Part 4Real world examples - Blending Problem We're going to make some sausages! We have the following ingredients available to us: Ingredient Cost…

## Linear Programming with Python and PuLP – Part 3

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Linear Programming with Python and PuLP - Part 3 Real world examples - Resourcing Problem We'll now look at 2 more real world examples. The first is a resourcing problem…

## Linear Programming with Python and PuLP – Part 2

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Linear Programming with Python and PuLP - Part 2 Introduction to PuLP PuLP is an open source linear programming package for python. PuLP can be installed using pip, instructions here.…

## Linear Programming with Python and PuLP – Part 1

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Linear Programming with Python and PuLP - Part 1 Introduction to Linear Programming   In this set of notebooks we will be looking at some linear programming problems and…