Софтуерно Инженерство
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MishoMoney avatar MishoMoney 14 Точки

Data science - литература

Някой беше попитал коя е препоръчителната литература за data science. До колкото разбирам, в курса по data science се препоръчва книгата Learning Data Mining with Python на Robert Layton

 

https://www.amazon.com/Learning-Data-Mining-Python-manipulate/dp/1787126781/ref=sr_1_2_sspa?ie=UTF8&qid=1540847190&sr=8-2-spons&keywords=learning+data+mining+with+python&psc=1

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VasilK avatar VasilK 38 Точки

Привет,

Много трудно е да се каже кои са най добрите книги. Лично бих препоръчал такива с практическа насоченост. С реално решени казуси където можеш да разгледаш код. Освен книгите полезно помагало са cheet-sheets за pandas, scikit learn, matplotlib etc. https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6.

Полезни сайтове:

https://www.analyticsvidhya.com

https://www.kaggle.com

http://mlr.cs.umass.edu/ml/

https://fivethirtyeight.com

siraj raval - youtube channel

1. Data Science for dummies

2. Data science from scratch

3. Automate the boring stuff with Python

4. Data Science and Machine learning with Python - Hands On

5. Modeling Techniques in Predictive Analytics with Python and R

6. Marketing Data Science: Modeling Techniques in Predictive Analytics with R and Python

7. Data mining techniques: For Marketing, Sales and Customer Relationship Management

8. Marketing Analytics: Optimize Your Business with Data Science in R, Python, and SQL

9. Cutting Edge Marketing Analytics: Real World Cases and Data Sets for Hands On Learning

10. Building Machine Learning Systems With Python

11. Think Python: How to Think Like a Computer Scientist"

12. Python For Data Analysis

13. Think Stats: Probability and Statistics for Programmers

14. Mastering Python for Data Science

15. Understanding Machine Learning: From Theory to Algorithms

16. Neural Networks and the Financial Markets

17. Mastering data mining with Python

18. Hands on Machine Learning with Scikit-Learn & Tensorflow.

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30/10/2018 10:46:09
MishoMoney avatar MishoMoney 14 Точки

Ето и линк към 12-тата книга безплатно в pdf формат, която цитира VasilK:

 

Python for Data Analysis:

http://bedford-computing.co.uk/learning/wp-content/uploads/2015/10/Python-for-Data-Analysis.pdf

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22/12/2018 14:07:50