Transcription of Applied Data Science
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Applied Data Science
Applied data ScienceIan LangmoreDaniel Krasner2 ContentsI Programming Prerequisites11 History and Culture .. The Shell .. Streams .. streams .. Text .. Philosophy .. a nutshell .. nuts and bolts .. End Notes .. 112 Version Control with Background .. What is Git .. Setting Up .. Online Materials .. Basic Git Concepts .. Common Git Workflows .. Move from Working to Remote .. changes in your working copy .. changes .. conflicts .. 183 Building a data Cleaning Pipeline with Simple Shell Scripts .. Template for a Python CLI Utility .. 21iiiCONTENTSII The Classic Regression Models234 Notation for Structured data .. 245 Linear Introduction .. Coefficient Estimation: Bayesian Formulation .. setup .. Gaussian World .. Coefficient Estimation: Optimization Formulation.
1William S. Cleveland decide to coin the term data science and write Data Science: An action plan for expanding the technical areas of the eld of statistics [Cle]. His report outlined six points for a university to follow in developing a data analyst curriculum.
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