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Data Science

curated by Camillo

23 people already started

About this learning path

Data Science

It is a multi-disciplinary field that uses scientific methods, processes, algorithms and systems to extract knowledge and insights from structured and unstructured data.

Data Science comes from the learning path of Data Analysis . Data science can be seen as the evolutionary step from data analysis. In this regard it is first important to clarify the terminology. Along the path the integrated learning paths determine the content of the resources to cover the broad field of data science. Hereby is Python the ubiquitous tool. The learning path of Data Science integrates concepts of Statistics & Python & Machine Learning & SQL which you should dive into.


Part of this learning path

Statistics

Python

Machine Learning

SQL

Web resources
Start immediately and learn at your own pace.

Flexible schedule
Set and adhere to flexible deadlines.

Approx. 3 months to complete
Recommended 12 hours/week

Mostly English

Curator

Camillo Rohe curates
Data Science

This How it Works

You work from module to module. In each module you'll find resources containing:

1. Information

2. Educational content

3. Places to exchange infos

4. Applications, Tools

( 5. Entertaining content )

After studying a resource, you check it.

Learning Path

Module

1

 

50 Years Data Science

»

Data Science 101 Lessons

»

Data science methodology Lessons

Module

2

»

Python for Data Analysis Non-Fiction

»

Think Stats 2e Online Book

»

Dataquest Online Courses

»

Introduction to Statistics for Data Science Online Course

»

Applied Plotting, Charting & Data Representation in Python Online Course

Module

3

»

Introduction to Data Science in Python Online Course

»

Python Data Science Handbook E-Book

»

Toward Data Science articles

»

Data Science Stack Exchange Forum

 

Chris Albon

 

Dataskeptic Interviews

Module

4

»

An Introduction to Statistical Learning Book

»

Data Mining Concepts and Techniques Non-fictional

»

Konwledge Discovery in Databases Techniken und Anwendungen Non-fictional

 

Kaggle Platform