EPISODE · Mar 2, 2018 · 10 MIN
Learn Machine Learning in 3 Months
from Siraj Raval
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_Machine_Learning_in_3_Months Please Subscribe! And like. And comment. That's what keeps me going. Want more education? Connect with me here: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology instagram: https://www.instagram.com/sirajraval Month 1 Week 1 Linear Algebra https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/ Week 2 Calculus https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr Week 3 https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2 Week 4 Algorithms https://www.coursera.org/courses?languages=en&query=Algorithm%20design%20and%20analysis Month 2 Week 1 learn python for data science https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU Math of Intelligence https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D Intro to Tensorflow https://www.youtube.com/watch?v=2FmcHiLCwTU&list=PL2-dafEMk2A7EEME489DsI468AB0wQsMV Week 2 Intro to ML (Udacity) https://eu.udacity.com/course/intro-to-machine-learning--ud120 Week 3-4 ML Project Ideas https://github.com/NirantK/awesome-project-ideas Month 3 (Deep Learning) Week 1 Intro to Deep Learning https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3 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=repositories ML people to follow on Twitter: https://www.quora.com/Who-should-I-follow-on-Twitter-to-get-useful-and-reliable-machine-learning-information Join us in the Wizards Slack channel: http://wizards.herokuapp.com/ And please support me on Patreon: https://www.patreon.com/user?u=3191693
What this episode covers
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_Machine_Learning_in_3_Months Please Subscribe! And like. And comment. That's what keeps me going. Want more education? Connect with me here: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology instagram: https://www.instagram.com/sirajraval Month 1 Week 1 Linear Algebra https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/ Week 2 Calculus https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr Week 3 https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2 Week 4 Algorithms https://www.coursera.org/courses?languages=en&query=Algorithm%20design%20and%20analysis Month 2 Week 1 learn python for data science https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU Math of Intelligence https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D Intro to Tensorflow https://www.youtube.com/watch?v=2FmcHiLCwTU&list=PL2-dafEMk2A7EEME489DsI468AB0wQsMV Week 2 Intro to ML (Udacity) https://eu.udacity.com/course/intro-to-machine-learning--ud120 Week 3-4 ML Project Ideas https://github.com/NirantK/awesome-project-ideas Month 3 (Deep Learning) Week 1 Intro to Deep Learning https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3 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=repositories ML people to follow on Twitter: https://www.quora.com/Who-should-I-follow-on-Twitter-to-get-useful-and-reliable-machine-learning-information Join us in the Wizards Slack channel: http://wizards.herokuapp.com/ And please support me on Patreon: https://www.patreon.com/user?u=3191693
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Learn Machine Learning in 3 Months
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