# webclub-nitk/intelligence-sig-recs-2026 architecture

> Architecture diagram of the GitHub repository webclub-nitk/intelligence-sig-recs-2026, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-30). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/webclub-nitk/intelligence-sig-recs-2026
- Repository: https://github.com/webclub-nitk/intelligence-sig-recs-2026

## Overview

This repository is a 2026 recruitment-task collection, not an application runtime. Applicants read task specifications, complete all three mandatory machine-learning tasks, choose at least one optional task, and submit work from a private repository according to the shared rules. The graph preserves each listed task as a distinct branch. Only the root README was provided, so task-specific methods, data flows, and stage-to-stage dependencies are not inferred.

Main entry points: [`mandatory-tasks/recommender-systems-cf-to-dlrm/README.md`](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/recommender-systems-cf-to-dlrm/README.md) (Recommendation Systems), [`mandatory-tasks/seq2seq-grounded-dialogue-generation/README.md`](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/seq2seq-grounded-dialogue-generation/README.md) (Grounded Dialogue), [`mandatory-tasks/shopee-product-matching/readme.md`](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/shopee-product-matching/readme.md) (Product Matching), [`non-mandatory-tasks/causal-inference/README.md`](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/causal-inference/README.md) (Causal Inference)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_mandatory["Mandatory Tasks"]
  node_recsys["Recommendation Systems<br/>[README.md]"]
  node_dialogue["Grounded Dialogue<br/>[README.md]"]
  node_shopee["Product Matching<br/>[readme.md]"]
end

subgraph group_optional["Optional Tasks"]
  node_causal["Causal Inference<br/>[README.md]"]
  node_summarization["Cross-lingual Summarization<br/>[README.md]"]
  node_alignment["Crossmodal Alignment<br/>[README.md]"]
  node_operator["Fourier Neural Operator<br/>[README.md]"]
  node_graphrag["GraphRAG Retrieval<br/>[README.md]"]
  node_unlearning["Machine Unlearning<br/>[README.md]"]
  node_parallelization["Code Parallelization<br/>[README.md]"]
  node_news["Multi-agent News<br/>[README.md]"]
  node_odes["Neural ODEs<br/>[README.md]"]
  node_quantvision["Quantized Segmentation<br/>[README.md]"]
  node_raindrop["Raindrop Removal<br/>[README.md]"]
end

subgraph group_submission["Submission Guidance"]
  node_rules["Submission Rules<br/>[README.md]"]
end

node_applicant(("Applicant"))

node_applicant -->|"must complete"| node_recsys
node_applicant -->|"must complete"| node_dialogue
node_applicant -->|"must complete"| node_shopee
node_applicant -->|"may choose"| node_causal
node_applicant -->|"may choose"| node_summarization
node_applicant -->|"may choose"| node_alignment
node_applicant -->|"may choose"| node_operator
node_applicant -->|"may choose"| node_graphrag
node_applicant -->|"may choose"| node_unlearning
node_applicant -->|"may choose"| node_parallelization
node_applicant -->|"may choose"| node_news
node_applicant -->|"may choose"| node_odes
node_applicant -->|"may choose"| node_quantvision
node_applicant -->|"may choose"| node_raindrop
node_applicant -->|"follows"| node_rules

click node_recsys "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/recommender-systems-cf-to-dlrm/README.md"
click node_dialogue "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/seq2seq-grounded-dialogue-generation/README.md"
click node_shopee "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/shopee-product-matching/readme.md"
click node_causal "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/causal-inference/README.md"
click node_summarization "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/cross-lingual-summarization/README.md"
click node_alignment "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/crossmodal-alignment/README.md"
click node_operator "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/fourier-neural-operator-field-unmixing/README.md"
click node_graphrag "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/graphrag-rl-retrieval/README.md"
click node_unlearning "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/machine-unlearning-backdoor-removal/README.md"
click node_parallelization "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/ml-for-code-parallelization/README.md"
click node_news "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/multi-agent-news-pipeline/README.md"
click node_odes "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/neural-odes/README.md"
click node_quantvision "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/quantvision-quantization-segmentation/README.md"
click node_raindrop "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/raindrop-removal/README.md"
click node_rules "https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/README.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_recsys,node_dialogue,node_shopee toneBlue
class node_causal,node_summarization,node_alignment,node_operator,node_graphrag,node_unlearning,node_parallelization,node_news,node_odes,node_quantvision,node_raindrop toneAmber
class node_rules toneMint
class node_applicant toneIndigo
```

## Components

### Mandatory Tasks

- [Recommendation Systems](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/recommender-systems-cf-to-dlrm/README.md): `mandatory-tasks/recommender-systems-cf-to-dlrm/README.md`
- [Grounded Dialogue](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/seq2seq-grounded-dialogue-generation/README.md): `mandatory-tasks/seq2seq-grounded-dialogue-generation/README.md`
- [Product Matching](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/mandatory-tasks/shopee-product-matching/readme.md): `mandatory-tasks/shopee-product-matching/readme.md`

### Optional Tasks

- [Causal Inference](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/causal-inference/README.md): `non-mandatory-tasks/causal-inference/README.md`
- [Cross-lingual Summarization](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/cross-lingual-summarization/README.md): `non-mandatory-tasks/cross-lingual-summarization/README.md`
- [Crossmodal Alignment](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/crossmodal-alignment/README.md): `non-mandatory-tasks/crossmodal-alignment/README.md`
- [Fourier Neural Operator](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/fourier-neural-operator-field-unmixing/README.md): `non-mandatory-tasks/fourier-neural-operator-field-unmixing/README.md`
- [GraphRAG Retrieval](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/graphrag-rl-retrieval/README.md): `non-mandatory-tasks/graphrag-rl-retrieval/README.md`
- [Machine Unlearning](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/machine-unlearning-backdoor-removal/README.md): `non-mandatory-tasks/machine-unlearning-backdoor-removal/README.md`
- [Code Parallelization](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/ml-for-code-parallelization/README.md): `non-mandatory-tasks/ml-for-code-parallelization/README.md`
- [Multi-agent News](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/multi-agent-news-pipeline/README.md): `non-mandatory-tasks/multi-agent-news-pipeline/README.md`
- [Neural ODEs](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/neural-odes/README.md): `non-mandatory-tasks/neural-odes/README.md`
- [Quantized Segmentation](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/quantvision-quantization-segmentation/README.md): `non-mandatory-tasks/quantvision-quantization-segmentation/README.md`
- [Raindrop Removal](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/non-mandatory-tasks/raindrop-removal/README.md): `non-mandatory-tasks/raindrop-removal/README.md`

### Submission Guidance

- [Submission Rules](https://github.com/webclub-nitk/intelligence-sig-recs-2026/blob/main/README.md): `README.md`

### Other components

- **Applicant**

## Connections

- Applicant → Recommendation Systems: must complete (evidence: `README.md`)
- Applicant → Grounded Dialogue: must complete (evidence: `README.md`)
- Applicant → Product Matching: must complete (evidence: `README.md`)
- Applicant → Causal Inference: may choose (evidence: `README.md`)
- Applicant → Cross-lingual Summarization: may choose (evidence: `README.md`)
- Applicant → Crossmodal Alignment: may choose (evidence: `README.md`)
- Applicant → Fourier Neural Operator: may choose (evidence: `README.md`)
- Applicant → GraphRAG Retrieval: may choose (evidence: `README.md`)
- Applicant → Machine Unlearning: may choose (evidence: `README.md`)
- Applicant → Code Parallelization: may choose (evidence: `README.md`)
- Applicant → Multi-agent News: may choose (evidence: `README.md`)
- Applicant → Neural ODEs: may choose (evidence: `README.md`)
- Applicant → Quantized Segmentation: may choose (evidence: `README.md`)
- Applicant → Raindrop Removal: may choose (evidence: `README.md`)
- Applicant → Submission Rules: follows (evidence: `README.md`)