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
• Essence of calculus
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
• Introduction - Learn Python for Data Scien...
Math of Intelligence
• Intro - The Math of Intelligence
Intro to Tensorflow
• TensorFlow in 5 Minutes (tutorial)
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
• How to Make a Prediction - Intro to Deep L...
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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