How is a total beginner supposed to get started learning machine learning? I'm going to describe a 3 month curriculum to help you go from beginner to well-versed in machine learning. Its an accelerated learning plan, something i'd create for myself if I were to get started today, but I'm going to open source it for you guys. This curriculum will cover all the math concepts, the machine learning theory, and the deep learning theory to get you up to speed with the field as fast as possible. If anyone asks how to best get started with machine learning, direct them to this video!
Curriculum from this video: https://github.com/llSourcell/Learn_M...
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Month 1
Week 1 Linear Algebra https://ocw.mit.edu/courses/mathemati...
Week 2 Calculus https://www.youtube.com/playlist?list...
Week 3 https://www.edx.org/course/introducti...
Week 4 Algorithms https://www.coursera.org/courses?lang...
Month 2
Week 1 learn python for data science https://www.youtube.com/watch?v=T5pRl...
Math of Intelligence https://www.youtube.com/watch?v=xRJCO...
Intro to Tensorflow https://www.youtube.com/watch?v=2FmcH...
Week 2 Intro to ML (Udacity) https://eu.udacity.com/course/intro-t...
Week 3-4 ML Project Ideas https://github.com/NirantK/awesome-pr...
Month 3 (Deep Learning)
Week 1 Intro to Deep Learning https://www.youtube.com/watch?v=vOppz...
Week 2 Deep Learning by Fast.AI http://course.fast.ai/
Week 3-4 Re-implement DL projects from my github https://github.com/llSourcell?tab=rep...
ML people to follow on Twitter: https://www.quora.com/Who-should-I-fo...
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더욱 좋은 정보를 제공하겠습니다.~ ^^