How to Learn Math for Data Science (and stay sane!)
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🤖 Coursera's courses mentioned:
🔗 Mathematics for Machine Learning Specialization: https://imp.i384100.net/BX91NB
🔗 Data Science Math Skills: https://imp.i384100.net/oevBxo
🔗 Deep Learning Specialization: https://imp.i384100.net/zavBA0
👉 Comprehensive math book for DS:
📚 Mathematics for Machine Learning: https://mml-book.github.io/book/mml-b...
👉 Statistics books with R:
📚 Modern Statistics with R: http://www.modernstatisticswithr.com/
📚 Introduction to Statistical Learning: https://www.statlearning.com/
📚 Introduction to Statistical Thinking: https://open.umn.edu/opentextbooks/te...
👩🏻💻 COURSES & RESOURCES
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📖 Google Advanced Data Analytics Certificate 👉 https://imp.i384100.net/anK9zZ
📖 Google Data Analytics Certificate 👉 https://imp.i384100.net/15v9y6
📖 Learn SQL Basics for Data Science Specialization 👉 https://imp.i384100.net/AovPnJ
📖 Excel Skills for Business 👉 https://coursera.pxf.io/doPaoy
📖 Machine Learning Specialization 👉 https://imp.i384100.net/RyjykN
📖 Data Visualization with Tableau Specialization 👉https://imp.i384100.net/n15XWR
📖 Deep Learning Specialization 👉 https://imp.i384100.net/zavBA0
📖 Mathematics for Machine Learning and Data Science Specialization 👉 https://imp.i384100.net/LXK0gj
📖 Applied Data Science with Python 👉 https://imp.i384100.net/gbxOqv
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🔑 TIMESTAMPS
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0:00 - Intro
0:37 - The math you need to know for DS
1:12 - !!You don’t need to know everything!!
2:23 - Linear algebra essentials
3:10 - Calculus essentials
4:04 - Statistics & probability essentials
5:07 - Discrete math
6:08 - Tips for learning math
12:30 - Bonus tip
13:24 - Outro
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