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
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.
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