DataScience.md

Data Science

Jan-Philipp Kolb
26 Juli 2016

What is data science

• Data Science vs. Data Analytic

• Data Scientist Bubble

• Data Science at reddit

• Data science job description

Application of Data science

• Applications for data science

• History of data science

• Genomics and Big Data

Description Data Science

• German discussion

• Elements of Data Science

• How to become a data scientist (German)

Way to become a data scientist

• Six steps before pursuing education data science

• 8 Data Skills to Get You Hired

• Metromap Data Science

Fundamentals

• Matrices and Linear Algebra Fundamentals

• Hash Functions, Binary Tree, O(n)

• Relational Algebra, DB Basics

• Inner, Outer, Cross, Theta Join

• CAP Theorem

• Tabular Data

• Data Frames and Series

• Sharding -OLAP

• Maximum likelihood estimators

• k-nearest neighbors

• random forests

• Ensemble methods

R vs. Python for Data Science

• KDnuggets

• the 9 best languages for crunching data

Root Cause Analysis