Data Scientist Nanodegree

This repository contains material related to Udacity's Data Scientist Nanodegree Program. It consists of tutorial notebooks for various data science topics. It also contains some of the project's template file for reference.

Table of Contents

• Introduction to Data Science
  • The Data Science Process
• Software Engineering
  • Introduction to Object Oriented Programming
  • Web Development
  • Portfolio Exercise: Upload a Package to PyPi
  • Portfolio Exercise: Deploy a Data Dashboard
• Data Engineering
  • ETL Pipelines
  • NLP Pipelines
  • ML Pipelines
• Experimental Design and Recommendations
  • Introduction to Recommendation Engines
  • Matrix Factorization for Recommendations
  • Portfolio Exercise: Starbucks
  • Project: Recommendation with IBM

Notes: The above-mentioned is not the complete curriculum of the Data Scientist Nanodegree program. There are much more things. To download the full curriculum, click here

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