Artificial Intelligence (AI)
Artificial General Intelligence (AGI) vs Narrow AI
Rule-based systems
Machine learning (ML)
Deep learning (DL) with deep artificial neural network (NN)
Generative AI (GenAI)
Non-Generative AI
Natural Language Processing
Neural Language Modeling
Transformers
Foundation Model (such as Large Language Model - LLM)
Foundation models are 1) large deep learning neural networks that are 2) trained on massive unlabeled datasets and 3) could perform a wide range of general tasks such as understanding language, generating text and images, and conversing in natural language. These models are starting point.
Adaptation / Fine-tuning
AI alignment:
- instruction-following: the ability to follow instructions
GenAI system
external
- access to tools
- access to external knowledge, such as your documents and the Internet
Computer Vision
Diffusion Models
Open-source vs closed source
AI Ethics: Starting topics
- Transparency
- Accountability