# halfish/machine-learning-reference architecture

> Architecture diagram of the GitHub repository halfish/machine-learning-reference, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-29). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/halfish/machine-learning-reference
- Repository: https://github.com/halfish/machine-learning-reference

## Overview

This repository is a curated machine-learning learning and reading reference, not a runnable application. Its main documented workflow is a reader consulting the root guide for books, courses, and other learning resources across machine learning, NLP, deep learning, and probabilistic graphical models. The tree also contains topic-specific README files and a paper-reading list, but their contents and any links between them were not available, so they are shown as independent reference materials.

Main entry points: [`README.md`](https://github.com/halfish/machine-learning-reference/blob/master/README.md) (Resource guide), [`attention_mechanism/README.md`](https://github.com/halfish/machine-learning-reference/blob/master/attention_mechanism/README.md) (Attention notes), [`image_sentence_matching/README.md`](https://github.com/halfish/machine-learning-reference/blob/master/image_sentence_matching/README.md) (Image-sentence matching), [`memory_network/README.md`](https://github.com/halfish/machine-learning-reference/blob/master/memory_network/README.md) (Memory network notes)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_guide["Learning guide"]
  node_main_guide["Resource guide<br/>[README.md]"]
end

subgraph group_topic_notes["Topic notes"]
  node_attention["Attention notes<br/>[README.md]"]
  node_matching["Image-sentence matching<br/>[README.md]"]
  node_memory["Memory network notes<br/>[README.md]"]
  node_summary["Summary notes<br/>[README.md]"]
end

subgraph group_reading["Reading materials"]
  node_papers["Paper reading list"]
end

node_reader(("Reader"))

node_reader -->|"consults"| node_main_guide
node_reader -->|"consults"| node_attention
node_reader -->|"consults"| node_matching
node_reader -->|"consults"| node_memory
node_reader -->|"consults"| node_summary
node_reader -->|"consults"| node_papers

click node_main_guide "https://github.com/halfish/machine-learning-reference/blob/master/README.md"
click node_attention "https://github.com/halfish/machine-learning-reference/blob/master/attention_mechanism/README.md"
click node_matching "https://github.com/halfish/machine-learning-reference/blob/master/image_sentence_matching/README.md"
click node_memory "https://github.com/halfish/machine-learning-reference/blob/master/memory_network/README.md"
click node_summary "https://github.com/halfish/machine-learning-reference/blob/master/summary/README.md"
click node_papers "https://github.com/halfish/machine-learning-reference/blob/master/paper-reading-list.md"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_main_guide toneBlue
class node_attention,node_matching,node_memory,node_summary toneAmber
class node_papers toneMint
class node_reader toneIndigo
```

## Components

### Learning guide

- [Resource guide](https://github.com/halfish/machine-learning-reference/blob/master/README.md): `README.md`

### Topic notes

- [Attention notes](https://github.com/halfish/machine-learning-reference/blob/master/attention_mechanism/README.md): `attention_mechanism/README.md`
- [Image-sentence matching](https://github.com/halfish/machine-learning-reference/blob/master/image_sentence_matching/README.md): `image_sentence_matching/README.md`
- [Memory network notes](https://github.com/halfish/machine-learning-reference/blob/master/memory_network/README.md): `memory_network/README.md`
- [Summary notes](https://github.com/halfish/machine-learning-reference/blob/master/summary/README.md): `summary/README.md`

### Reading materials

- [Paper reading list](https://github.com/halfish/machine-learning-reference/blob/master/paper-reading-list.md): `paper-reading-list.md`

### Other components

- **Reader**

## Connections

- Reader → Resource guide: consults
- Reader → Attention notes: consults
- Reader → Image-sentence matching: consults
- Reader → Memory network notes: consults
- Reader → Summary notes: consults
- Reader → Paper reading list: consults