--- slug: "custom-plugin-ai-data-scientist" source_type: "readme" source_url: "https://cdn.jsdelivr.net/gh/pluginagentmarketplace/custom-plugin-ai-data-scientist@main/README.md" repo: "https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist" source_file: "README.md" branch: "main" ---
Ai Data Scientist Assistant
[![Version](https://img.shields.io/badge/Version-2.1.0-blue?style=for-the-badge)](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/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-v1.3.0-blueviolet?style=for-the-badge)](#) [![Agents](https://img.shields.io/badge/Agents-8-orange?style=flat-square&logo=robot)](#-agents) [![Skills](https://img.shields.io/badge/Skills-12-purple?style=flat-square&logo=lightning)](#-skills) [![Commands](https://img.shields.io/badge/Commands-5-green?style=flat-square&logo=terminal)](#-commands)
[๐Ÿ“ฆ **Install Now**](#-quick-start) ยท [๐Ÿค– **Explore Agents**](#-agents) ยท [๐Ÿ“– **Documentation**](#-documentation) ยท [โญ **Star this repo**](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist) --- ### What is this? > **Ai Data Scientist Assistant** is a production-grade Claude Code plugin with **8 agents** and **12 skills** for AI & Data Science development. SASMP v1.3.0 compliant with EQHM enabled.
--- ## ๐Ÿ“‘ Table of Contents
Click to expand - [Quick Start](#-quick-start) - [Features](#-features) - [Agents](#-agents) - [Skills](#-skills) - [Commands](#-commands) - [Documentation](#-documentation) - [Contributing](#-contributing) - [License](#-license)
--- ## ๐Ÿš€ Quick Start ### Prerequisites - Claude Code CLI v2.0.27+ - Active Claude subscription ### Installation (Choose One)
Option 1: From Marketplace (Recommended) ```bash # Step 1๏ธโƒฃ Add the marketplace /plugin marketplace add pluginagentmarketplace/custom-plugin-ai-data-scientist # Step 2๏ธโƒฃ Install the plugin /plugin install ai-data-scientist-plugin@pluginagentmarketplace-ai-data-scientist # Step 3๏ธโƒฃ Restart Claude Code # Close and reopen your terminal/IDE ```
Option 2: Local Installation ```bash # Clone the repository git clone https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist.git cd custom-plugin-ai-data-scientist # Load locally /plugin load . # Restart Claude Code ```
### โœ… Verify Installation After restart, you should see these agents: ``` ai-data-scientist-plugin:02-mathematics-statistics ai-data-scientist-plugin:07-domain-career ai-data-scientist-plugin:03-data-engineering ai-data-scientist-plugin:04-machine-learning-ai ai-data-scientist-plugin:05-visualization-communication ... and 2 more ``` --- ## โœจ Features | Feature | Description | |---------|-------------| | ๐Ÿค– **8 Agents** | Specialized AI agents with troubleshooting sections | | ๐Ÿ› ๏ธ **12 Skills** | Production-grade capabilities including RL & Time Series | | โŒจ๏ธ **5 Commands** | Quick slash commands for learning & assessment | | ๐Ÿ”„ **SASMP v1.3.0** | Full protocol compliance with EQHM enabled | | ๐Ÿ”ง **Troubleshooting** | Built-in debug checklists & solutions for each agent | --- ## ๐Ÿค– Agents ### 8 Specialized Agents | # | Agent | Purpose | |---|-------|---------| | 1 | **01-python-data-science** | Python, R, SQL, Git, data structures, algorithms | | 2 | **02-mathematics-statistics** | Linear algebra, calculus, probability, statistics | | 3 | **03-data-engineering** | ETL/ELT pipelines, Spark, Hadoop, data lakes | | 4 | **04-machine-learning-ai** | ML/DL, NLP, computer vision, model optimization | | 5 | **05-visualization-communication** | EDA, dashboards, storytelling, BI tools | | 6 | **06-mlops-deployment** | Docker, Kubernetes, CI/CD, monitoring | | 7 | **07-domain-career** | Business acumen, ethics, career development | | 8 | **08-research-innovation** | Research methodology, paper writing, experiments | --- ## ๐Ÿ› ๏ธ Skills ### Available Skills | Skill | Description | |-------|-------------| | `python-programming` | Python fundamentals, data structures, OOP, Pandas, NumPy | | `statistical-analysis` | Probability, distributions, hypothesis testing, A/B testing | | `data-engineering` | ETL pipelines, Apache Spark, data warehousing, streaming | | `machine-learning` | Supervised/unsupervised learning, scikit-learn, evaluation | | `deep-learning` | Neural networks, CNNs, RNNs, Transformers, PyTorch | | `nlp-processing` | Text processing, sentiment analysis, LLMs, BERT | | `computer-vision` | Image classification, object detection, segmentation | | `data-visualization` | EDA, Matplotlib, Seaborn, Plotly, dashboards | | `mlops-deployment` | Docker, Kubernetes, CI/CD, model monitoring | | `model-optimization` | Quantization, pruning, AutoML, hyperparameter tuning | | `reinforcement-learning` | Q-learning, DQN, PPO, multi-agent systems, Gym | | `time-series` | ARIMA, Prophet, forecasting, anomaly detection | --- ## โŒจ๏ธ Commands | Command | Description | |---------|-------------| | `/learn` | Start Your AI & Data Scientist Learning Journey | | `/assess` | AI & Data Scientist Knowledge Assessment | | `/browse-agent` | Explore AI & Data Scientist Agents | | `/projects` | 50+ Hands-On AI & Data Science Projects | | `/roadmap` | AI & Data Scientist Complete Roadmap 2025 | --- ## ๐Ÿ“š Documentation | Document | Description | |----------|-------------| | [CHANGELOG.md](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/blob/HEAD/CHANGELOG.md) | Version history | | [CONTRIBUTING.md](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/blob/HEAD/CONTRIBUTING.md) | How to contribute | | [LICENSE](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/tree/HEAD/LICENSE) | License information | --- ## ๐Ÿ“ Project Structure
Click to expand ``` custom-plugin-ai-data-scientist/ โ”œโ”€โ”€ ๐Ÿ“ .claude-plugin/ โ”‚ โ”œโ”€โ”€ plugin.json โ”‚ โ””โ”€โ”€ marketplace.json โ”œโ”€โ”€ ๐Ÿ“ agents/ # 8 agents with troubleshooting โ”œโ”€โ”€ ๐Ÿ“ skills/ # 12 skills (Production-grade) โ”œโ”€โ”€ ๐Ÿ“ commands/ # 5 commands โ”œโ”€โ”€ ๐Ÿ“ hooks/ โ”œโ”€โ”€ ๐Ÿ“„ README.md โ”œโ”€โ”€ ๐Ÿ“„ CHANGELOG.md โ””โ”€โ”€ ๐Ÿ“„ LICENSE ```
--- ## ๐Ÿ“… Metadata | Field | Value | |-------|-------| | **Version** | 2.1.0 | | **Last Updated** | 2025-12-30 | | **Status** | Production Ready | | **SASMP** | v1.3.0 | | **EQHM** | Enabled | | **Agents** | 8 | | **Skills** | 12 | | **Commands** | 5 | --- ## ๐Ÿค Contributing Contributions are welcome! Please read our [Contributing Guide](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/blob/HEAD/CONTRIBUTING.md). 1. Fork the repository 2. Create your feature branch 3. Follow the Golden Format for new skills 4. Submit a pull request --- ## โš ๏ธ Security > **Important:** This repository contains third-party code and dependencies. > > - โœ… Always review code before using in production > - โœ… Check dependencies for known vulnerabilities > - โœ… Follow security best practices > - โœ… Report security issues privately via [Issues](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/tree/HEAD/../../issues) --- ## ๐Ÿ“ License Copyright ยฉ 2025 **Dr. Umit Kacar** & **Muhsin Elcicek** Custom License - See [LICENSE](https://github.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/tree/HEAD/LICENSE) for details. --- ## ๐Ÿ‘ฅ Contributors
Dr. Umit Kacar
Senior AI Researcher & Engineer 		Muhsin Elcicek
Senior Software Architect
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**Made with โค๏ธ for the Claude Code Community** [![GitHub](https://img.shields.io/badge/GitHub-pluginagentmarketplace-black?style=for-the-badge&logo=github)](https://github.com/pluginagentmarketplace)