# Book: Mathematics for Machine Learning and Data Science
###### tags: `coursera` `Linear Algebra`

Linear Algebra for Machine Learning and Data Science
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- [Week1: System of linear equations: 2 variables](https://hackmd.io/@shaoeChen/By_2oKR12)
- [Week1: System of linear equations: 3 variables](https://hackmd.io/@shaoeChen/r1dBvGYxn)
- [Week2: Solving system of linear equations: Elimination](https://hackmd.io/@shaoeChen/rJtRmbbZh)
- [Week2: Solving system of linear equations: Row echelon form and rank](https://hackmd.io/@shaoeChen/r1BIEmzz3)
- [Week3: Vector algebra](https://hackmd.io/@shaoeChen/HJu436Nf2)
- [Week3: Linear transformations](https://hackmd.io/@shaoeChen/ryZIdLkm3)
- [Week4: Determinants In-depth](https://hackmd.io/@shaoeChen/S1YI2tuQn)
- [Week4: Eigenvalues and Eigenvectors](https://hackmd.io/@shaoeChen/ryHpFugNn)

Calculus for Machine Learning and Data Science
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- [Week1 - Derivatives and Optimization Lesson 1 - Derivatives](https://hackmd.io/@shaoeChen/H1BJPR4Y2)
- [Week1 - Derivatives and Optimization Lesson 2 - Optimization](https://hackmd.io/@shaoeChen/HJiJk7Psn)
- [Week2 - Gradients and Gradient Descent Lesson 1 - Gradients](https://hackmd.io/@shaoeChen/BJzw3Z13h)
- [Week2 - Gradients and Gradient Descent Lesson 2 - Gradient Descent](https://hackmd.io/@shaoeChen/r1fQSgw33)
- [Week3 - Lesson 1 - Optimization in Neural Networks and Newton's Method](https://hackmd.io/@shaoeChen/HJ9oNhqan)
- [Week3 - Lesson 2 - Newton's Method)](https://hackmd.io/@shaoeChen/ryk5yli33)

Probability & Statistics for Machine Learning & Data Science
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- [Week1 - Lesson 1 - Introduction to Probability](https://hackmd.io/@shaoeChen/Byvjr-PQa)
- [Week1 - Lesson 2 - Probaility Distributions)](https://hackmd.io/@shaoeChen/SkktP-v7p)
- [Week2 - Lesson 1 - Describing probability distributions](https://hackmd.io/@shaoeChen/B1uTo1IFp)
- [Week2 - Lesson 2 - Probability Distributions with Multiple Variables](https://hackmd.io/@shaoeChen/B149hiY9T)
- [Week3 - Lession1 - Population and Sample](https://hackmd.io/@shaoeChen/BkC8672jp)
- [Week3 - Lession2 - Point Estimation](https://hackmd.io/@shaoeChen/Byag072jp)
- [Week4 - Lession1 - Confidence Intervals](https://hackmd.io/@shaoeChen/r1H0gEBp6)
- [Week4 - Lession2 - Hypothesis Testing](https://hackmd.io/@shaoeChen/Sywab4S6T)