# AI & ML: courses and prerequisite map — ManySpace

Canonical: https://manyspace.aporia.systems/subjects/ai
Updated: 2026-10-13

AI & ML on ManySpace: topics grouped into courses, each topic with the prerequisites it really needs.

## Foundations

- [Data and Representation](https://manyspace.aporia.systems/subjects/ai/data-and-representation-83)
- [Foundations of Learning](https://manyspace.aporia.systems/subjects/ai/foundations-of-learning-82)
- [Learning as Optimization](https://manyspace.aporia.systems/subjects/ai/learning-as-optimization-85)
- [Linear Models: Regression](https://manyspace.aporia.systems/subjects/ai/linear-models-regression-84)
- [Classification](https://manyspace.aporia.systems/subjects/ai/classification-88)
- [Generalization and Model Selection](https://manyspace.aporia.systems/subjects/ai/generalization-and-model-selection-86)
- [Learning Theory](https://manyspace.aporia.systems/subjects/ai/learning-theory-89)
- [Probabilistic Machine Learning](https://manyspace.aporia.systems/subjects/ai/probabilistic-machine-learning-87)

## AI Reasoning

- [AI Foundations: Agents, Search, and Decisions](https://manyspace.aporia.systems/subjects/ai/ai-foundations-agents-search-and-decisions-92)
- [Knowledge Representation, Reasoning, and Planning](https://manyspace.aporia.systems/subjects/ai/knowledge-representation-reasoning-and-planning-93)
- [Probabilistic Graphical Models and Inference](https://manyspace.aporia.systems/subjects/ai/probabilistic-graphical-models-and-inference-94)
- [Causal Inference](https://manyspace.aporia.systems/subjects/ai/causal-inference-113)

## Classical ML

- [Classical Machine Learning](https://manyspace.aporia.systems/subjects/ai/classical-machine-learning-90)
- [Unsupervised Learning](https://manyspace.aporia.systems/subjects/ai/unsupervised-learning-91)

## Deep Learning

- [Neural Networks](https://manyspace.aporia.systems/subjects/ai/neural-networks-95)
- [Sequence Modeling](https://manyspace.aporia.systems/subjects/ai/sequence-modeling-96)
- [Attention](https://manyspace.aporia.systems/subjects/ai/attention-98)
- [Representation and Embeddings](https://manyspace.aporia.systems/subjects/ai/representation-and-embeddings-97)
- [Transformers](https://manyspace.aporia.systems/subjects/ai/transformers-99)

## Generative Models

- [Generative Models](https://manyspace.aporia.systems/subjects/ai/generative-models-100)

## Language

- [Fine-Tuning and Adaptation](https://manyspace.aporia.systems/subjects/ai/fine-tuning-and-adaptation-102)
- [Language Modeling and LLMs](https://manyspace.aporia.systems/subjects/ai/language-modeling-and-llms-101)
- [Natural Language Processing](https://manyspace.aporia.systems/subjects/ai/natural-language-processing-103)
- [Retrieval and Grounding](https://manyspace.aporia.systems/subjects/ai/retrieval-and-grounding-104)

## Perception

- [Computer Vision](https://manyspace.aporia.systems/subjects/ai/computer-vision-105)
- [Multimodal Learning](https://manyspace.aporia.systems/subjects/ai/multimodal-learning-107)
- [Speech and Audio](https://manyspace.aporia.systems/subjects/ai/speech-and-audio-106)

## Decision Making

- [AI Agents](https://manyspace.aporia.systems/subjects/ai/ai-agents-109)
- [Reinforcement Learning](https://manyspace.aporia.systems/subjects/ai/reinforcement-learning-108)

## Structured Data

- [Graph Machine Learning](https://manyspace.aporia.systems/subjects/ai/graph-machine-learning-110)
- [Time Series and Forecasting](https://manyspace.aporia.systems/subjects/ai/time-series-and-forecasting-111)
- [Recommender Systems](https://manyspace.aporia.systems/subjects/ai/recommender-systems-112)

## Evaluation & Trust

- [Evaluation](https://manyspace.aporia.systems/subjects/ai/evaluation-115)
- [Interpretability](https://manyspace.aporia.systems/subjects/ai/interpretability-116)
- [Responsible and Reliable ML](https://manyspace.aporia.systems/subjects/ai/responsible-and-reliable-ml-117)
- [Security and Privacy](https://manyspace.aporia.systems/subjects/ai/security-and-privacy-118)

## Systems

- [Production AI Systems](https://manyspace.aporia.systems/subjects/ai/production-ai-systems-114)