Learn_Machine_Learning_in_3_Months

This is the Curriculum for "Learn Machine Learning in 3 Months" this video by Siraj Raval on Youtube

Month 1

Week 1 Linear Algebra

https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/

Essence of Linear Algebra : https://www.youtube.com/watch?v=kjBOesZCoqc&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

Linear Algebra Refresher : https://classroom.udacity.com/courses/ud953

Week 2 Calculus

https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr

Week 3 Probability

https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2

Week 4 Algorithms

https://www.edx.org/course/algorithm-design-analysis-pennx-sd3x

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

Other Course Paths :

David Venturi : http://davidventuri.com/data-science-masters#scroll

Medium Posts : https://medium.com/@davidventuri

Sean McClure : https://www.quora.com/If-you-are-mentoring-someone-to-become-a-data-scientist-using-Python-from-0-knowledge-what-would-the-learning-path-look-like