Data-Science-Skill

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Data-Science-Skill

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Collection of Courses and Books needed for Data Science learning.

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# Data Science Skillset

Coding, Statistics, and Business are the important skills needed to be real Data Scientists. With additional visualization and legal skills, you will be much more complete.

Maybe you are confused, where do you start. I compile few free and paid courses/books that you can refer to. Please complete at least one from the following parts.

## 1. Visualization 
### 1.1 Exploratory
- Option 1 (Paid) : Tableau 10 A-Z Hands On Tableau: https://www.udemy.com/tableau10/
- Option 2 (Free) : Official Training from Tableau: https://www.tableau.com/learn/training
- Option 3 (Can be free) : Analyzing and Visualizing Data with Power BI: https://www.edx.org/course/analyzing-and-visualizing-data-with-power-bi-0
- Option 4 (Free) : Official Training from Power BI: https://powerbi.microsoft.com/en-us/learning/
### 1.2 Explanatory
- Storytelling with Data Book: http://www.storytellingwithdata.com/book

## 2. Coding 
### 2.1. Coding - SQL 
- Option 1 (Free) : Intro to SQL: Querying and managing data by Khan Academy https://www.khanacademy.org/computing/computer-programming/sql
- Option 2 (Free) : Learn SQL Relational Database by Cognitive Class https://cognitiveclass.ai/courses/learn-sql-relational-databases/

### 2.2 Coding - Python 
- Option 1 (Free) : Python for Data Science: https://cognitiveclass.ai/courses/python-for-data-science/
- Option 2 (Paid) : Python for Everybody Book: https://www.amazon.com/Python-Everybody-Exploring-Data/dp/1530051126 
- Option 3 (Can be free) : Python for Everybody Specialization https://www.coursera.org/specializations/python

### 2.3. Coding - R 
- Option 1 (Free) : R For Data Science Book: https://r4ds.had.co.nz/
- Option 2 (Can be free) : R programming: https://www.coursera.org/learn/r-programming

## 3. Statistics 
- Option 1 (Can Be Free) : Basic Statistic https://www.coursera.org/learn/basic-statistics
- Option 2 (Paid): Statistics for Dummies Book https://www.amazon.com/Statistics-Dummies-Math-Science/dp/1119293529/
- Option 3 (Free): Statistics and Probability by Khan Academy https://www.khanacademy.org/math/statistics-probability

## 4. Business Practice

- Get inspired from one of the projects listed here: https://paperswithcode.com/
- a. Computer Vision: https://paperswithcode.com/area/cv
- b. Natural Language Processing: https://paperswithcode.com/area/nlp
- c. Medical: https://paperswithcode.com/area/med
- d. Games: https://paperswithcode.com/area/rl
- e. Music: https://paperswithcode.com/area/music

## 5. Legal 
- For Indonesians (Free): Peraturan Menteri No 20 tahun 2016: https://jdih.kominfo.go.id/produk_hukum/view/id/553/t/peraturan+menteri+komunikasi+dan+informatika+nomor+20+tahun+2016+tanggal+1+desember+2016
- For European (Free) : General Data Protection Regulation for free by University of Groningen at Future Learn Platform 
https://www.futurelearn.com/courses/general-data-protection-regulation

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