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dsxref's Introduction

Data Science Cross Reference Notes

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This is a set of notes compiled during my data science learning journey.

Many times, I find myself attempting to search and answer the questions below during data collection, analysis and visualization.

  • How do I perform (an action) in (a language)?
  • I know how to implement (an action) in (language A), now how do I implement this in (language B)?

The same process repeats when I am implementing the action in another language. This set of notes thus attempts to be a cross reference between language implementations. At this stage, I will be compiling notes pertaining to R and Python.

The notes follow a certain format for each action:

  1. How do I (action)?
  2. Sample Implementation in R
  3. Sample Implementation in Python

Initial collection includes:

  • Linear Algebra
  • Random Number Generation

Roadmap:

  • Getting and Cleaning Data
  • Data Manipulation
  • Plotting graphs
  • Statistical Functions
  • Regression Models
  • Machine Learning
  • Natural Language Processing

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