--- slug: "custom-plugin-machine-learning" source_type: "readme" source_url: "https://cdn.jsdelivr.net/gh/pluginagentmarketplace/custom-plugin-machine-learning@main/README.md" repo: "https://github.com/pluginagentmarketplace/custom-plugin-machine-learning" source_file: "README.md" branch: "main" ---
Machine Learning Assistant
[![Version](https://img.shields.io/badge/Version-1.4.0-blue?style=for-the-badge)](https://github.com/pluginagentmarketplace/custom-plugin-machine-learning/releases) [![License](https://img.shields.io/badge/License-Custom-yellow?style=for-the-badge)](LICENSE) [![Status](https://img.shields.io/badge/Status-Production-brightgreen?style=for-the-badge)](#) [![SASMP](https://img.shields.io/badge/SASMP-v1.4.0-blueviolet?style=for-the-badge)](#) [![Agents](https://img.shields.io/badge/Agents-7-orange?style=flat-square&logo=robot)](#-agents) [![Skills](https://img.shields.io/badge/Skills-7-purple?style=flat-square&logo=lightning)](#-skills) [![Commands](https://img.shields.io/badge/Commands-8-green?style=flat-square&logo=terminal)](#-commands)
[**Install Now**](#-quick-start) | [**Explore Agents**](#-agents) | [**Browse Skills**](#-skills) | [**Documentation**](#-documentation) --- ### What is this? > **Machine Learning Assistant** is a production-grade Claude Code plugin with **7 specialized agents** and **7 bonded skills** for complete ML development lifecycle.
--- ## Table of Contents - [Quick Start](#-quick-start) - [Architecture](#-architecture) - [Agents](#-agents) - [Skills](#-skills) - [Commands](#-commands) - [Troubleshooting](#-troubleshooting) - [Contributing](#-contributing) --- ## Quick Start ### Prerequisites - Claude Code CLI v2.0.27+ - Active Claude subscription ### Installation ```bash # From Marketplace /plugin marketplace add pluginagentmarketplace/custom-plugin-machine-learning /plugin install machine-learning-assistant@pluginagentmarketplace-machine-learning # Or Local Installation git clone https://github.com/pluginagentmarketplace/custom-plugin-machine-learning.git cd custom-plugin-machine-learning /plugin load . ``` ### Verify Installation ``` machine-learning-assistant:01-ml-fundamentals machine-learning-assistant:02-supervised-learning machine-learning-assistant:03-unsupervised-learning machine-learning-assistant:04-deep-learning machine-learning-assistant:05-nlp machine-learning-assistant:06-computer-vision machine-learning-assistant:07-model-deployment ``` --- ## Architecture ``` ┌─────────────────────────────────────────────────────────────────┐ │ ML ASSISTANT ARCHITECTURE │ ├─────────────────────────────────────────────────────────────────┤ │ │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ 01-ML │ │ 02-Supervised│ │ 03-Unsupervised│ │ │ │ Fundamentals │──▶│ Learning │──▶│ Learning │ │ │ └──────┬───────┘ └──────────────┘ └──────────────┘ │ │ │ │ │ ▼ │ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ 04-Deep │──▶│ 05-NLP │ │ 06-Computer │ │ │ │ Learning │ │ │ │ Vision │ │ │ └──────┬───────┘ └──────────────┘ └──────────────┘ │ │ │ │ │ ▼ │ │ ┌──────────────┐ │ │ │ 07-Model │ ◀── All agents feed into deployment │ │ │ Deployment │ │ │ └──────────────┘ │ │ │ └─────────────────────────────────────────────────────────────────┘ ``` --- ## Agents ### 7 Specialized ML Agents | # | Agent | Description | Primary Skill | |---|-------|-------------|---------------| | 1 | **01-ml-fundamentals** | ML foundations: algorithms, preprocessing, feature engineering, evaluation | `ml-fundamentals` | | 2 | **02-supervised-learning** | Classification, regression, ensemble methods, hyperparameter tuning | `supervised-learning` | | 3 | **03-unsupervised-learning** | Clustering, dimensionality reduction, anomaly detection | `clustering` | | 4 | **04-deep-learning** | Neural networks, PyTorch/TensorFlow, training strategies | `deep-learning` | | 5 | **05-nlp** | Text processing, transformers, LLMs, embeddings | `nlp-basics` | | 6 | **06-computer-vision** | Image classification, object detection, segmentation | `computer-vision` | | 7 | **07-model-deployment** | APIs, Docker, monitoring, MLOps, A/B testing | `ml-deployment` | ### Agent Features Each agent includes: - **Role & Responsibility Boundaries** - Clear scope definition - **Input/Output Schemas** - Type-safe interfaces - **Error Handling** - Exponential backoff retry logic - **Token Optimization** - Context management - **Troubleshooting Guide** - Common issues & solutions - **Integration Points** - Cross-references to related agents/skills --- ## Skills ### 7 Production-Ready Skills | Skill | Description | Bonded Agent | |-------|-------------|--------------| | `ml-fundamentals` | Preprocessing, pipelines, cross-validation | 01-ml-fundamentals | | `supervised-learning` | Classifiers, regressors, tuning | 02-supervised-learning | | `clustering` | K-Means, DBSCAN, PCA, anomaly detection | 03-unsupervised-learning | | `deep-learning` | PyTorch training, architectures, optimization | 04-deep-learning | | `nlp-basics` | Text processing, embeddings, transformers | 05-nlp | | `computer-vision` | Image augmentation, transfer learning, detection | 06-computer-vision | | `ml-deployment` | FastAPI, Docker, monitoring, versioning | 07-model-deployment | ### Skill Features Each skill includes: - **Parameter Validation** - Required/optional with types - **Retry Logic** - Exponential backoff - **Observability** - Logging and metrics - **Quick Start** - Working code examples - **Best Practices** - DO/DON'T guidelines - **Unit Test Templates** - pytest examples - **Troubleshooting** - Problem/cause/solution tables --- ## Commands | Command | Description | |---------|-------------| | `/learn` | Start an ML learning path | | `/explore` | Explore available agents | | `/roadmap` | ML learning roadmaps | | `/skills` | Browse available skills | | `/trending` | Trending ML technologies | | `/projects` | ML project ideas | | `/compare` | Compare ML algorithms | | `/career-path` | ML career recommendations | --- ## Troubleshooting ### Common Issues | Issue | Solution | |-------|----------| | Agent not found | Restart Claude Code after installation | | Skill not loading | Check SKILL.md frontmatter syntax | | Command error | Verify command file exists in `/commands` | ### Debug Checklist 1. Verify plugin.json paths are correct 2. Check agent/skill YAML frontmatter 3. Ensure all referenced files exist 4. Validate JSON syntax in plugin.json --- ## Integrity Matrix | Agent | Primary Skill | Status | |-------|--------------|--------| | 01-ml-fundamentals | ml-fundamentals | Bonded | | 02-supervised-learning | supervised-learning | Bonded | | 03-unsupervised-learning | clustering | Bonded | | 04-deep-learning | deep-learning | Bonded | | 05-nlp | nlp-basics | Bonded | | 06-computer-vision | computer-vision | Bonded | | 07-model-deployment | ml-deployment | Bonded | **Validation:** - Zero broken links - Zero orphan skills - Zero ghost triggers - Zero circular dependencies --- ## Metadata | Field | Value | |-------|-------| | **Version** | 1.4.0 | | **Last Updated** | 2025-01-01 | | **Status** | Production Ready | | **SASMP** | v1.4.0 | | **Agents** | 7 | | **Skills** | 7 | | **Commands** | 8 | --- ## Contributing 1. Fork the repository 2. Create your feature branch 3. Follow the production-grade format for agents/skills 4. Submit a pull request --- ## License Copyright 2025 **Dr. Umit Kacar** & **Muhsin Elcicek** See [LICENSE](https://github.com/pluginagentmarketplace/custom-plugin-machine-learning/tree/HEAD/LICENSE) for details. ---
**Made with precision for the Claude Code Community** [![GitHub](https://img.shields.io/badge/GitHub-pluginagentmarketplace-black?style=for-the-badge&logo=github)](https://github.com/pluginagentmarketplace)