6Simulating Brownian Motion
47Kernel Methods in SVM
7Applications of Brownian Motion in Finance
48Parameter Tuning and Optimization
8Geometric Brownian Motion
49Applications of SVM in Finance
9Introduction to Geometric Brownian Motion
50Neural Networks
10Mathematical Formulation of Geometric Brownian Motion
51Introduction to Neural Networks
11Simulating Geometric Brownian Motion
52Architecture of Neural Networks
12Parameter Estimation in Geometric Brownian Motion
53Training Neural Networks
13Applications of Geometric Brownian Motion in Finance
54Regularization Techniques
14Mean Reversion Models
55Applications of Neural Networks in Finance
15Introduction to Mean Reversion Models
56Recurrent Neural Networks (RNN)
16Mathematical Formulation of Mean Reversion Models
57Introduction to Recurrent Neural Networks
17Ornstein-Uhlenbeck Process
58Architecture of RNN
18Parameter Estimation in Mean Reversion Models
59Training RNN
19Applications of Mean Reversion Models in Finance
60Long Short-Term Memory (LSTM) Networks
20Generalized Autoregressive Conditional Heteroskedasticity (GARCH)
61Applications of RNN in Finance
21Introduction to GARCH Models
62Long Short-Term Memory (LSTM)
22Mathematical Formulation of GARCH Models
63Introduction to Long Short-Term Memory Networks
23Parameter Estimation in GARCH Models
64Architecture of LSTM Networks
24Extensions of GARCH Models
65Training LSTM Networks
25Applications of GARCH Models in Finance
66Advanced LSTM Techniques
26EGARCH Models
67Applications of LSTM in Finance
27Introduction to EGARCH Models
68Monte Carlo Simulations
28Mathematical Formulation of EGARCH Models
69Introduction to Monte Carlo Simulations
29Parameter Estimation in EGARCH Models
70Basics of Monte Carlo Methods
30Model Diagnostics and Validation
71Simulating Stock Prices Using Monte Carlo Methods
31Applications of EGARCH Models in Finance
72Risk Management and Monte Carlo Simulations
32TGARCH Models
73Applications of Monte Carlo Simulations in Finance
33Introduction to TGARCH Models
74Copula Models
34Mathematical Formulation of TGARCH Models
75Introduction to Copula Models
35Parameter Estimation in TGARCH Models
76Mathematical Formulation of Copula Models
36Model Diagnostics and Validation
77Parameter Estimation in Copula Models
37Applications of TGARCH Models in Finance
78Dependence Structure and Copula Models
38Machine Learning Models
79Applications of Copula Models in Finance
39Introduction to Machine Learning Models
80Supplementary Data
40Supervised Learning Techniques
81About Author
41Unsupervised Learning Techniques
