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://www.youtube.com/watch?v=kjBOesZCoqc&index=1&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
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 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
Additional Resources:
- People in ML to follow on Twitter
- Join the "Wizards" Slack channel