Data Science Machine Learning Roadmap

Best Free Resources (better than paid ones)

SQL:

Enroll for Hands on Free Course

Rather than only watching videos, Solve questions in the websites itself.

www.udacity.com/course/sql-for-data-analysis--ud198

Statistics:

Build your probability and hypothesis testing intuition.
Khan Academy (Most Underrated resource)
Watch Videos and solve questions for understanding.

www.khanacademy.org/math/statistics-probability

Alternative: If you are visual learner, but no hands practice included (must needed for deeper understanding). Watch this if not understood any topic.

StatQuest Youtube series

https://www.youtube.com/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9

Mathematics:

Learn Linear Algebra and Calculus for intuition behind Machine Learning Algorithms

Linear algebra

https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

Calculus

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

Machine Learning

Hands on Coding Practice Available here:

Use menu option for more Tracks on Top Left side of this Website.

Home Page

Bias and Variance

Linear Regression

https://www.youtube.com/playlist?list=PLblh5JKOoLUIzaEkCLIUxQFjPIlapw8nU

Logistic Regression

https://www.youtube.com/playlist?list=PLblh5JKOoLUKxzEP5HA2d-Li7IJkHfXSe

Naive Bayes

Gaussian Naive Bayes

K- Means

PCA

CART – Classification and Regression Trees

https://www.youtube.com/playlist?list=PLblh5JKOoLUKAtDViTvRGFpphEc24M-QH

Random Forests

https://www.youtube.com/playlist?list=PLblh5JKOoLUIE96dI3U7oxHaCAbZgfhHk

Support Vector Machines (SVM)

https://www.youtube.com/playlist?list=PLblh5JKOoLUL3IJ4-yor0HzkqDQ3JmJkc

Gradient Boosting

https://www.youtube.com/playlist?list=PLblh5JKOoLUJjeXUvUE0maghNuY2_5fY6

AdaBoost

XGBoost

https://www.youtube.com/playlist?list=PLblh5JKOoLULU0irPgs1SnKO6wqVjKUsQ

Google Sites

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