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Intelligent Systems

Optimization

First-Order Methods
- Gradient Descent
- Momentum
Linear Programming
- Forms of Linear Programming Problems
- Piecewise Linear Convex Functions
Integer Programming
- General Branch-and-Bound
Graphs and Networks
- Dijkstra’s Algorithm
Metaheuristics
Surrogate
- Surrogate-based optimization
Optimization Problems
- The Newsvendor Problem

Operations Research

Project Evaluation and Review Technique (PERT)

Machine Learning

Supervised Learning
- Perceptron
Reinforcement Learning
Explainable AI
- Local Interpretable Model-agnostic Explanations (LIME)
Federated Learning
- The FederatedAveraging Algorithm

jb-book

Markdown Files
Content with notebooks
Notebooks with MyST Markdown

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By Ziang Liu

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