Artificial Intelligence
AI is the study of intelligent agents: reasoning, knowledge representation, planning, robots, etc.
- Artificial Narrow Intelligence ANI
- Artificial General Intelligence AGI
- Artificial Superinteligence ASI
Machine Learning
Machine Learning (ML) - programs that learn from data and make predictions.
Types of predictions:
- regression: continuous values
- classification: discreet values or labels
Types of ML algorithms:
- supervised: trained on labeled data (regression or classification)
- unsupervised: trained on unlabeled data (clustering, segmentation)
- reinforcement: learning based on outcomes/results of actions
Deep Learning: AI/ML using artificial neural networks (ANNs)
Types of ANN:
- Dense Neural Networks (DNN)
- Convolutional Neural Networks (CNN)
- Recurrent Neural Netowkrs (RNN)