Skillset: DATA SCIENCE 2020

Skillset

DATA SCIENCE 2020

Author of 7 expertises

All ultimate guide to become Data Scientist If you found this interesting or helpful Please help others find it by sharing. [by Mohit Kumar](https://medium.com/@ArtisOne/data-science-roadmap-2020-b256fb948404)

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## [Skills tree DATA SCIENCE 2020](https://infinite.education/view/data_science_2020)

**[Programming language](https://infinite.education/view/programming_language_1)**
 -- `Book` [Python for everybody book](http://do1.dr-chuck.com/pythonlearn/EN_us/pythonlearn.pdf)
 -- `Article` [Programming Language]()
 -- `Course` [Python Tutorial: Object Oriented Programming](https://www.python-course.eu/python3_object_oriented_programming.php)
 -- `Course` [Python for Everybody Specialization](https://www.coursera.org/specializations/python)
* **Syntax**
* **Control Structures**
 -- `Documentation` [PHP: Control Structures - Manual](https://www.php.net/manual/en/language.control-structures.php)
* **OOP**
 -- `Article` [Design Patterns | Object Oriented Design](https://www.oodesign.com/)
 -- `Article` [Design Patterns - Wikipedia](https://en.wikipedia.org/wiki/Design_Patterns)
* **Data Structures**
**[Interview Preparation](https://infinite.education/view/interview_preparation)**
 -- `Tutorial` [Resume Creation and Interview Preparation]()
* **Resume Creation and interview Preparation**
**[Machine Learning](https://infinite.education/view/machine_learning)**
 -- `Article` [Machine Learning]()
 -- `Book` [Machine Learning with R](https://edu.kpfu.ru/pluginfile.php/278552/mod_resource/content/1/MachineLearningR__Brett_Lantz.pdf)
 -- `Book` [Machine Learning in Python by Michael Bowles](https://pythonizame.s3.amazonaws.com/media/Book/machine-learning-python-essential-techniques-predictive-analysis/file/008c0aac-9784-11e5-964d-04015fb6ba01.pdf)
 -- `Course` [Machine Learning by Andrew Ng](https://www.coursera.org/learn/machine-learning)
* **Machine Learning Algorithms**
* **Supervised**
 -- `Tutorial` [Supervised Algorithms]()
* **Unsupervised**
 -- `Article` [Unsupervised Techniques]()
**[Statistics](https://infinite.education/view/statistics)**
 -- `Book` [Statistics: Methods and Applications (StatSoft)](http://www.statsoft.com/Textbook)
 -- `Course` [Statistics | Udacity Free Courses](https://www.udacity.com/course/statistics--st095)
 -- `Article` [Applied Statistics and Probability for Engineers](http://www.um.edu.ar/math/montgomery.pdf)
 -- `Tutorial` [Probability and Statistics]()
* **Inferential**
* **Differential**
* **Descriptive**
* **Associative**
**[Mathematics Fundamentals](https://infinite.education/view/mathematics_fundamentals)**
 -- `Article` [Multivariable Calculus and Optimization | Khan Academy](https://www.khanacademy.org/math/differential-calculus/derivative-applications/calc-optimization/e/optimization)
 -- `Article` [Linear Algebra | Khan Academy](https://www.khanacademy.org/math/linear-algebra)
 -- `Tutorial` [Mathematics Fundamentals](https://www.coursera.org/specializations/mathematics-machine-learning)
 -- `Article` [Probability & Statistics | Khan Academy](https://www.khanacademy.org/math/probability)
* **Algebra**
* **Calculs**
* **Functions**
 -- `Documentation` [PHP: Control Structures - Manual](https://www.php.net/manual/en/language.control-structures.php)
* **Optimisation**
**[Deep Learning](https://infinite.education/view/deep_learning)**
* **Neural Networks**
 -- `Tutorial` [Neural Network and Deep Learning](Neural Network and Deep Learning)
 -- `Article` [Deep Learning Specialization - deeplearning.ai](https://www.deeplearning.ai/deep-learning-specialization/)
**[Data Wrangling](https://infinite.education/view/data_wrangling)**
 -- `Book` [Python for Data Analysis](https://bedford-computing.co.uk/learning/wp-content/uploads/2015/10/Python-for-Data-Analysis.pdf)
 -- `Video` [Data wrangling with R and RStudio - RStudio](https://rstudio.com/resources/webinars/data-wrangling-with-r-and-rstudio/)
 -- `Tutorial` [Data Collection and Wrangling]()
 -- `Article` [A Complete Tutorial which teaches Data Exploration in detail](https://www.analyticsvidhya.com/blog/2016/01/guide-data-exploration/)
 -- `Article` [Machine Learning Projects | Data Science Projects with Example](https://www.analyticsvidhya.com/blog/2018/05/24-ultimate-data-science-projects-to-boost-your-knowledge-and-skills/)
* **Exploration**
* **Cleaning**
* **Data Collection**
**[Version Control](https://infinite.education/view/version_control)**
 -- `Article` [Git - gittutorial Documentation](https://git-scm.com/docs/gittutorial)
 -- `Tutorial` [Version Control System]()
* **GitHub**
* **Bitbucket**
* **Git**
 -- `Documentation` [Git Cheat Sheet](https://github.github.com/training-kit/downloads/github-git-cheat-sheet/)
 -- `Video` [Git Tutorial for Beginners - GitHub Version Control - YouTube](https://www.youtube.com/watch?v=PWqS4NBhEY8)
 -- `Documentation` [Git - Reference](https://git-scm.com/docs)
**[Big Data](https://infinite.education/view/big_data)**
 -- `Book` [Getting started with Apache Spark](https://www.bigdata-toronto.com/2016/assets/getting_started_with_apache_spark.pdf)
 -- `Tutorial` [Big Data]()
 -- `Course` [Big Data Specialization Coursera](https://www.coursera.org/specializations/big-data)
* **Hadoop Ecosystem**
* **Apache Spark**
**[Project & DS Competition](https://infinite.education/view/project_ds_competition)**
* **Data Science Competition Participation**
 -- `Other` [Data Science Competition Participation]()
 -- `Tutorial` [Resume Creation and Interview Preparation]()
**[Data Visualization](https://infinite.education/view/data_visualization)**
 -- `Article` [Data Visualization]()
 -- `Book` [Elegant graphics for data analysis (R)](http://moderngraphics11.pbworks.com/f/ggplot2-Book09hWickham.pdf)
 -- `Book` [Python for Data Analysis](https://bedford-computing.co.uk/learning/wp-content/uploads/2015/10/Python-for-Data-Analysis.pdf)
* **Tableau**
* **Visualization Techniques**

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