270 lines
7.8 KiB
Plaintext
270 lines
7.8 KiB
Plaintext
\begin{theindex}
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{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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A
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\AuthorNameFont\fontsize{10}{12}\selectfont
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\item Activation Functions ~7
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\item Active Learning ~17
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\item Adversarial Examples ~16
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\item Algorithmic Complexity ~16
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\item Artificial Neural Networks ~1
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\item Attention Mechanism ~16
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\item Attention-based Models ~18
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\item Autoencoders ~11
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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B
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\vspace*{-5pt} \rule{\linewidth}{0.4pt}} \vspace*{-8pt}
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\AuthorNameFont\fontsize{10}{12}\selectfont
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\item Backpropagation ~7
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\item Batch Gradient Descent ~16
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\item Batch Normalization ~8
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\item Bayesian Deep Learning ~18
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\item Bayesian Inference ~16
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\item Bayesian Optimization ~18
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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C
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\item Capsule Networks ~16
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\item Clustering Techniques ~16
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\item Collaborative Filtering ~18
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\item Contrastive Learning ~18
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\item Convolutional Neural Networks ~3
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D
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\item Data Augmentation ~12
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\item Decision Boundary ~16
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\item Deep Learning Frameworks ~4
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\item Deep Reinforcement Learning ~16
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\item Dimensionality Reduction ~16
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\item Dropout Layers ~18
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\item Dropout Regularization ~8
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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E
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\item Ensemble Learning ~16
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\item Ensemble Methods ~16
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\item Evolutionary Algorithms ~16
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\item Explainability in AI ~18
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\item Explainable AI (XAI) ~17
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F
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\item Feature Engineering ~17
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\item Federated Learning ~19
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\item Fine-tuning ~13
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\item Fuzzy Logic ~16
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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G
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\item Generative Adversarial Networks ~11
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\item Genetic Algorithms ~17
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\item Gradient Descent ~7
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\item Graph Neural Networks ~17
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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H
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\vspace*{-5pt} \rule{\linewidth}{0.4pt}} \vspace*{-8pt}
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\item Hebbian Learning ~17
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\item Hierarchical Clustering ~17
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\item Hyperparameter Tuning ~11
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I
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\item Image Classification ~11
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\item Instance Segmentation ~17
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\item Instance-based Learning ~17
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K
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\item Kernel Methods ~17
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\item Knowledge Graphs ~17
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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L
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\item Label Smoothing ~17
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\item Latent Dirichlet Allocation ~18
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\item Long Short-Term Memory (LSTM) ~14
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M
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\item Memory Augmented Networks ~17
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\item Model Evaluation Metrics ~11
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\item Model Interpretability ~18
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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N
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\item Natural Language Processing ~11
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\item Neural Architecture Search ~18
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\item Non-Maximum Suppression ~17
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O
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\item Object Detection ~11
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\item One-shot Learning ~17
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\item Online Learning ~18
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\item Overfitting ~11
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P
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\item Policy Gradient Methods ~18
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\item Precision-Recall Curve ~18
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Q
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\item Quantum Computing ~18
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\item Quantum Machine Learning ~19
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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R
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\item Random Forests ~18
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\item Recurrent Neural Networks ~3
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\item Regularization Techniques ~19
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\item Reinforcement Learning ~7
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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S
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\item Self-Organizing Maps ~18
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\item Self-Supervised Learning ~18
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\item Semantic Segmentation ~11
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\item Speech Recognition ~11
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\item Stochastic Gradient Descent ~19
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\item Supervised Learning ~4
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T
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\item Temporal Convolutional Networks ~18
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\item Text Mining ~18
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\item Time Series Prediction ~11
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\item Transfer Learning ~10
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U
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\item Underfitting ~11
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\item Universal Approximation Theorem ~18
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\item Unstructured Data ~18
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\item Unsupervised Learning ~6
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V
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\item Value Iteration ~18
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\item Variational Autoencoders ~18
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W
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\item Weak Supervision ~18
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\item Weight Initialization ~18
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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X
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\item X-means Clustering ~16
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\item XGBoost ~18
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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Y
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\item Yield Curve Modeling ~18
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\item Yield Curve Prediction ~16
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\vspace{12pt}{\ChapterMarkFont\fontsize{12}{14}\selectfont\color{ChapTitleColor}
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Z
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\item Zero-day Attacks Detection ~18
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\item Zero-shot Learning ~17
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\end{theindex}
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