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The math you actually need to know for data science.

Damsel in Data
15.8K subscribers
78K views 4 years ago #machinelearning #math #datascience
#datascience #machinelearning #math Timing Breakdown 0:00 - Intro & Overview 1:53 - Statistics & Probability 4:14 - Linear Algebra 6:10 - Mathematical Optimization 8:28 - Calculus 11:05 - Specific data Science tasks & math you need to know for them 13:33 - Final Thoughts ** note: the links below are affiliate links, meaning I receive a small referral commission FIND A SUPER COOL DATA SCIENCE MENTOR https://www.sharpestminds.com/?r=damsel MY RECOMMENDED DATA SCIENCE COURSERA COURSES Professional Data Science Certificate (IBM): https://coursera.pxf.io/QOvm49 Python for Everybody (University of Michigan): https://coursera.pxf.io/kj1BZv Machine Learning (Stanford): https://coursera.pxf.io/e45Vg6 Statistics with Python (University of Michigan): https://coursera.pxf.io/Gj4zG6 And finally, for data people who didn’t major in computer science and are tired of getting made fun of by software engineers: Data Structures and Algorithms …...more
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The math you actually need to know for data science.
3.5KLikes
78,736Views
2021Apr 26
#datascience #machinelearning #math Timing Breakdown 0:00 - Intro & Overview 1:53 - Statistics & Probability 4:14 - Linear Algebra 6:10 - Mathematical Optimization 8:28 - Calculus 11:05 - Specific data Science tasks & math you need to know for them 13:33 - Final Thoughts ** note: the links below are affiliate links, meaning I receive a small referral commission FIND A SUPER COOL DATA SCIENCE MENTOR https://www.sharpestminds.com/?r=damsel MY RECOMMENDED DATA SCIENCE COURSERA COURSES Professional Data Science Certificate (IBM): https://coursera.pxf.io/QOvm49 Python for Everybody (University of Michigan): https://coursera.pxf.io/kj1BZv Machine Learning (Stanford): https://coursera.pxf.io/e45Vg6 Statistics with Python (University of Michigan): https://coursera.pxf.io/Gj4zG6 And finally, for data people who didn’t major in computer science and are tired of getting made fun of by software engineers: Data Structures and Algorithms (UC San Diego) - https://coursera.pxf.io/rnq6Ld 🍓🍍JUICY LINKS FROM VIDEO🍍🍓 Definition of statistics: https://www.merriam-webster.com/dicti... Definition of probability: https://en.wikipedia.org/wiki/Probabi... Statistics terms for data science summary: https://towardsdatascience.com/probab... Probability terms for data science summary: https://www.analyticsvidhya.com/blog/... Definition of Linear Algebra: https://www.merriam-webster.com/dicti... Basic Linear algebra term definitions: https://towardsdatascience.com/basics... Mathematical Optimization Definition: https://en.wikipedia.org/wiki/Mathema... Optimizations in machine learning: https://towardsdatascience.com/demyst... https://serokell.io/blog/ml-optimization Calculus for Data Science: https://towardsdatascience.com/calcul... Math in deep learning: https://towardsdatascience.com/introd... Experimental Design: https://www.scribbr.com/methodology/e... Another take on the math you need for data science:   / essential-math-for-data-science-why-and-how   Anotha one: https://www.kdnuggets.com/2018/09/ess...

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Damsel in Data

15.8K subscribers