[NUS CS5345] Big Data Systems for Data Science Lecture Note

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[新加坡留學] 新加坡留學記：新加坡國立大學計算機碩士

[英文檢定] GRE 323分準備心得

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[英文檢定] TOEFL 109分準備心得

[NUS CS5224] Cloud Computing Lecture Note

112 資工所推甄心得

[CS5340] Graph-Cut & Alpha-Expension

[CS5446] Generative AI in Decision Making

[CS5340] Variation Autoencoder & Diffusion Model

[CS5446] Human-Guided AI Decision Making

[CS5242] Open-Sora

[CS5340] Variational Inference

[CS5446] Game Theory

[CS5242] Stable Diffusion

[CS5340] Monte Carlo Sampling

[CS5446] Partial Observable Markov Decision Process

[CS5242] GPT

[CS5340] Hidden Markov Models

[CS5242] BERT

[CS5340] Mixture Models & EM Algorithm

[CS5446] Reinforcement Learning Model and Abstraction

[CS5242] Attention and Transformers

[CS5446] Midterm Mindmap

2023 ASML 菁英獎學金申請心得

[CS5446] Reinforcement Learning Generalization

[CS5242] Deep CNN Architectures

[CS5340] Parameter Learning with Complete Data

[CS5446] Reinforcement Learning Foundation

[CS5242] Regularization

[CS5340] Factor Graph & Junction Tree Algorithm

[CS5446] Markov Decision Process

[CS5242] Convolution Neural Networks (CNN)

[CS5340] Variable Elimination & Belief Propogation (Sum-Product Algorithm)

[CS5446] Rational Decision Making

[CS5242] Training Deep Networks

[CS5340] Markov Random Field (Undirected Graphical Model, UGM)

[CS5446] Real World Planning & Acting

[CS5242] Shallow Neural Networks

[CS5340] Bayesian Network (Directed Graphical Model, DGM)

[CS5446] Classical AI Planning

[CS5242] Linear Regression

[CS5340] Introduction to Probabilistic Reasonings