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Data Science from Scratch: First Principles with Python
Published 5 hours ago
Description
An educational resource designed to teach the fundamentals of data science using the Python programming language. Rather than relying on pre-existing libraries, the text emphasizes a "from scratch" philosophy where learners build their own tools to gain a deep understanding of core algorithms. The content outlines a curriculum spanning linear algebra, statistics, and probability, as well as practical skills like data cleaning and web scraping. To make these concepts tangible, the author presents a hypothetical social network called DataSciencester, using it to demonstrate how to analyze user connections, common interests, and salary trends. Ultimately, the source serves as a guide for individuals with basic programming and math skills to master machine learning and data manipulation techniques.
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You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get the Book now from Amazon:
https://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X?&linkCode=ll2&tag=cvthunderx-20&linkId=e4c439a79b10c5d148e6695eb48f81ca&language=en_US&ref_=as_li_ss_tl
Discover our free courses in tech and cybersecurity, Start learning today:
https://linktr.ee/cybercode_academy