The ideas behind intelligent systems

AI Concepts

From first principles to production. Explore the foundations of modern AI and the research that moves them forward.

6 concept areasExplore research

ML

Machine Learning

Machine learning workspace showing training data, feature extraction, algorithms, model training, predictions, evaluation, and inference

DL

Deep Learning

Deep learning infographic showing input data, neural network layers, learning process, and output predictions

LLMs

Large Language Models

Transformer encoder-decoder architecture showing embeddings, positional encoding, attention, feed-forward layers, and output probabilities

RAG

Retrieval-Augmented Generation

Overview of a robust retrieval-augmented generation system, including query construction, retrieval, generation, routing, indexing, and evaluation

Agents

AI Agents

AI agent infographic showing planning, decision-making, and learning from a user request

MLOps

MLOps

MLOps cloud architecture showing frontend services, databases, data lake, AI and machine learning, and analytics