Название: Artificial Intelligence for Asset Management and Investment
Автор: Al Naqvi
Издательство: John Wiley & Sons Limited
Жанр: Ценные бумаги, инвестиции
isbn: 9781119601845
isbn:
27 Index
List of Tables
1 Chapter 3TABLE 3.1 SADAL in a Work Task
2 Chapter 5TABLE 5.1 Methods Used in Finance Applications (adopted from research by Andr...
3 Chapter 14TABLE 14.1 Applications in Finance
List of Illustrations
1 Chapter 1FIGURE 1.1 The AIAI Core Model
2 Chapter 3FIGURE 3.1 DTC ModelFIGURE 3.4 The Design Process
3 Chapter 5FIGURE 5.1 Data, Features, and TargetFIGURE 5.2 The Process of Using Examples in Supervised LearningFIGURE 5.3 Function Based SplitFIGURE 5.4 Predicting VotingFIGURE 5.5 Solution Space, Many Lines PossibleFIGURE 5.6 Support Vector MachineFIGURE 5.7 Non-SeparableFIGURE 5.8 InseparableFIGURE 5.9 Inseparable Separated via TransformationFIGURE 5.10 k-Nearest NeighborFIGURE 5.11 Finding the FunctionFIGURE 5.12 PlotFIGURE 5.13 Random Placement of a LineFIGURE 5.14 Adding LinesFIGURE 5.15 Finding the Best-Fit LineFIGURE 5.16 Step 1 of Clustering k-MeansFIGURE 5.17 k-Means Clustering Step 2FIGURE 5.18 Step 3 k-Mean ClusteringFIGURE 5.19 Step 4 k-Mean ClusteringFIGURE 5.20 Using a Neural Network to PredictFIGURE 5.21 How a Neuron Passes the Output to the Next LayerFIGURE 5.22 Deep Learning
4 Chapter 6FIGURE 6.1 Roles in the Evaluation FunctionFIGURE 6.2 Train, Validate, Test
5 Chapter 7FIGURE 7.1 Reference Architecture
6 Chapter 9FIGURE 9.1 Value Creation LoopsFIGURE 9.2 The Core AIAI Model
7 Chapter 18FIGURE 18.1 AI Organizational Planning
8 Chapter 19FIGURE 19.1 The AIAI Governance FrameworkFIGURE 19.2 AIAI Safety and Stability Model
Guide
1 Cover
2 Table of Contents
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