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Who is Randy Lao?
You're on a journey to learn Data Science, and I'm here to help you along the way!
My name is Randy Lao ☁️ . I like to contribute my share of resources with you all. After realizing that most data science resources are hard to find to those new to the field, I want to make this site an easily accessible way for you to get your materials. These resources should come in handy to any data scientists at all levels of experience.
Pass the baton – Share this site with your friends!
Data Science Resources
The best curated list of Data Science materials on the web!
Machine Learning Resources
All of the best Machine Learning resources.
Data Science & Machine Learning Books
They are all free!
Essential Math & Statistics
The essential maths to understand Data Science and Machine Learning
Matrices, Vectors, Eigenvalues/Eigenvectors, Linear Transformations & Equations
Sampling Distribution, Central Limit Theorem, Hypothesis Testing, Types of Errors, ANOVA, Chi-Square, T-Test
Random Variables, Types of Distributions, Sampling, Conf. Intervals, Z Scores
Formulating a Real Problem to a Mathematical Model
Gradient Algorithms & Objective Functions
Trees, Nodes, Edges