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Daily Collection
This note collects the fundamental concepts, theorems or interesting facts that come into mind in my daily learning.
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Introduction to Differential Equations
Introduction to Differential Equations.
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Structure and Interpretation of Compupter Programs 2
Chapter 2 of Structure and Interpretation of Compupter Programs.
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Structure and Interpretation of Compupter Programs 1
Chapter 1 of Structure and Interpretation of Compupter Programs.
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Legendre Transformation
Legendre Transformation.
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Negative Entropy
Negative Entropy.
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Matrix Calculus
Matrix Calculus.
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Conjugate Prior
Conjugate Prior.
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The Exponential Family
The exponential family.
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Introductory Lectures on Convex Optimization 2
Chapter 2 of Introductory Lectures on Convex Optimization.
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Introductory Lectures on Convex Optimization 1
Chapter 1 of Introductory Lectures on Convex Optimization.
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Optimization Methods for Large Scale Machine Learning
Optimization methods for large scale machine learning.
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Machine Learning Techniques
The course notes of machine learning techniques enrolled in Coursera.
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Machine Learning Foundations
The course notes of machine learning foundations enrolled in Coursera.