SUMIN PARK
SUMIN PARK

Interested in Geometric Deep Neural Networks and Their Phyiscal Applications

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2024 © SUMIN PARK

  • ALL (180)
  • PAPERS
    Convolutional Neural Networks (6) Transformer (3) Optimization (2) Representation (1) Object Detection (5) Generative Models (1) Graph Neural Networks (10)
  • DL
    Deep Learning Specialization (6) cs231n (Stanford) (7) Signals & Systems (9)
  • ML
    CS229 (4) Optimization (9) Information Theory (1) Reinforcement Learning (1) Spectral Graph Theory (1)
  • PHYSICS
    Classical Mechanics (1) Special Relativity (1) Electromagnetism (1)
  • PYTHON
    Algorithms (22) Crawling (3)
  • MATH
    Vector Calculus (5) Linear Algebra (29) Multivariate Calculus (11) Tensor Calculus (1) Differential Equation (1) Differential Geometry (2) Matlab (2)
  • STATISTICS
    Various Topics (14) Statistics for Application (MIT 18.650) (4)
  • DATA-ENGINEERING
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[ML/Statistics] Exponential, Gamma, Beta, Dirichlet Distributions and Dirichlet Process

Exponential Distribution Gamma Function & Distribution Beta Distribution Dirichlet Distribution & Dirichlet Process

2024, Feb 15   —  1 minute read

[Statistics] Derivation of Principal Component Anaylsis (PCA)

Principal Component Anaylsis (PCA) Identify the axes, known as principal components, that capture the most...

2023, Apr 02   —  1 minute read

[Statistics] PDF of Student's t-Distribution with K degrees of freedom

Outlines derivation of probability density function of Student’s t-distribution with k degrees of freedom 3...

2023, Apr 01   —  1 minute read

[Chi-Squared 05] Chi-Squared Distribution and Sample Variance from Non-Normal Distribution

Proof that sample variance from population without normality assumption also coverges to chi-squared distribution as...

2023, Mar 15   —  1 minute read

[Chi-Squared 04] Chi-Squared Distribution and Sample Variance with Normality Assumption

Proof that sample variance with sample size n follws chi-squared distribution with n-1 DF    ...

2023, Mar 13   —  1 minute read

[Chi-Squared 03] Infinite Product Form & Integral Form of Gamma Function

Derivation of infinite product form and integral form of gamma function Infinite Product Form &...

2023, Mar 12   —  1 minute read

[Chi-Squared 02] Recurrence Relation for Chi-squared Distribution with n DF

Derivation of recurrence relation of Chi-squared distribution with n degrees of freedom Recurrence Relation for...

2023, Mar 10   —  1 minute read

[Chi-Squared 01] Chi-Squared Distribution with 1 & 2 Degrees of Freedom

Derivation of Chi-squared distribution with 1 and 2 degrees of freedom Chi-Squared Distribution with 1...

2023, Mar 10   —  1 minute read

[Statistics] Hoeffding's Lemma and Hoeffding Inequality Proof

Hoeffding’s Lemma and Hoeffding Inequality Proof

2023, Mar 05   —  1 minute read

[Statistics] Marcov, Chebyshev, and Jenson's Inequality

Marcov, Chebyshev, and Jenson’s Inequality

2023, Mar 01   —  1 minute read

[Statistics] Delta Method and Slutsky's Theorem

Delta Method and Slutsky’s Theorem

2023, Feb 22   —  1 minute read

[Statistics] Normal Distribution Function Derivation - Dirac Delta Function

Normal Distribution Function Derivation - Dirac Delta Function

2023, Feb 21   —  1 minute read

[Statistics] Derivation of Poisson Distribution with Two Approaches

Derivation of Poisson Distribution with Two Approaches

2023, Feb 20   —  1 minute read

[Statistics] Central Limit Theorem Proof with Moment Generating Function

Central Limit Theorem Proof with Moment Generating Function

2023, Feb 19   —  1 minute read