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python-notes's Introduction

Python notes

This repository is a collection of Jupyter notebooks I have written and development while taking numerous online courses (see my Datacamp profile for a list of the courses I have taken there). I have grouped them into topics the best that I can but there is, undoubtedly, some overlap.

I spend the majority of my time working on data projects and analysing datasets when I'm not working, if you want to see some of the data work that I have written up then I would check out my Kaggle profile where I am a Kernels Expert.


Current sections

Last updated: 13th Jan 2020

Deep Learning

  • PyTorch
  • Entropy
  • Error functions
  • Gradient Descent
  • Image classification

Importing Data

  • Flat files

Pandas

  • Handling categorical variables
  • Combining columns
  • Group by
  • Value counts
  • Handling dictionary columns

Machine Learning

  • Decision Trees
  • Unsupervised learning
  • SMV
  • SKLearn

Programming

  • Cleaning JSON
  • Functions
  • List comprehensions
  • Progress Bar for scripts
  • Remapping columns

Statistical Thinking

  • ECDF
  • Basic Summary Statistics

Visualisation

  • Seaborn
  • Matplotlibn
  • Subplots

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