AI Concepts

Solution Types

Rule-based

There are hidden rules in every system. Rules to govern the sentences we write, the software we code and the music we play.

Statistical

• Probabilistic models and pattern recognition
• Bayesian inference and uncertainty quantification
• Statistical learning theory and generalization
• Feature engineering and selection
• Model evaluation and validation

Machine Learning

• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning
• Ensemble methods and model stacking
• Cross-validation and hyperparameter tuning

Deep Learning

• Neural network architectures
• Backpropagation and gradient descent
• Convolutional Neural Networks (CNNs)
• Recurrent Neural Networks (RNNs)
• Transformer models
• Attention mechanisms and self-attention

Generative AI

• Large Language Model (LLM)
• Multi-modal LLM

AI Agents

• Single powerful agent
• Multi-agent systems