Learn data science for beginners (How to learn data science for free)?

Even if you have non technical background you can learn data science online for free by following a step by step approach. This video is for absolute beginners who want to learn data science on their own and it outlines list of topics in each areas such as python, numpy, pandas, machine learning, statistics and probability as well as online resources that can help you learn those topics. Find below links for tutorials, online courses and books that are mentioned in this video,
#DataScientists #DataScientist #DataScience

Data science detailed topics: https://drive.google.com/file/d/14yb8XPOOuRwOMoYltCPKaoEAGVuqpjNr/view?usp=sharing

Very Simple Explanation Of Neural Network: https://www.youtube.com/watch?v=ER2It2mIagI

Python tutorial (first 16 videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0

Pandas (first 9 videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uuASpe-1LjfG5f14Bnozjwy

Jupyter notebook tutorial: https://www.youtube.com/playlist?list=PLeo1K3hjS3uuZPwzACannnFSn9qHn8to8

Matplotlib: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu4Lr8_kro2AqaO6CFYgKOl

SQL (first 12 videos): https://www.youtube.com/playlist?list=PL08903FB7ACA1C2FB

Statistics khan academy course: https://www.khanacademy.org/math/statistics-probability

Machine learning tutorials (all videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw

Data science real life project: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7clOTtwsp94PcHbzqpAdg

For math, linear algebra, calculus refer to this awesome channel (3b1b): https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw

Online free courses:
Deep learning: https://www.coursera.org/specializations/deep-learning

Python for data science: https://www.edx.org/course/python-for-data-science-2

Data science essentials: https://www.edx.org/course/data-science-essentials

Data science foundation: https://cognitiveclass.ai/learn/data-science

Learning from data: http://work.caltech.edu/telecourse

Books:
Statistics: Think Stats Book: http://greenteapress.com/thinkstats2/thinkstats2.pdf

Python: Automate boring stuff with python: https://automatetheboringstuff.com/

Python data science handbook: https://jakevdp.github.io/PythonDataScienceHandbook/

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Видео Learn data science for beginners (How to learn data science for free)? канала codebasics