ai-data-scientist-plugin
NewComprehensive AI & Data Scientist learning system with 7 specialized agents and 10 skills
Overview
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<!-- Quick CTA Row --> 📦 **Install Now** · 🤖 **Explore Agents** · 📖 **Documentation** · ⭐ **Star this repo**
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.
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📑 Table of Contents
<details> <summary>Click to expand</summary>
</details>
🚀 Quick Start
Prerequisites
- •Claude Code CLI v2.0.27+
- •Active Claude subscription
Installation (Choose One)
<details open> <summary><strong>Option 1: From Marketplace (Recommended)</strong></summary>
# Step 1️⃣ Add the marketplace
/plugin marketplace add pluginagentmarketplace/custom-plugin-ai-data-scientist
# Step 2️⃣ Install the plugin
/plugin install ai-data-scientist-plugin@pluginagentmarketplace-ai-data-scientist
# Step 3️⃣ Restart Claude Code
# Close and reopen your terminal/IDE</details>
<details> <summary><strong>Option 2: Local Installation</strong></summary>
# 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</details>
✅ 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✨ Features
| Feature | Description |
|---|---|
| 🤖 8 Agents | Specialized AI agents with troubleshooting sections |
| 🛠️ 12 Skills | Production-grade capabilities including RL & Time Series |
| ⌨️ 5 Commands | Quick slash commands for learning & assessment |
| 🔄 SASMP v1.3.0 | Full protocol compliance with EQHM enabled |
| 🔧 Troubleshooting | Built-in debug checklists & solutions for each agent |
🤖 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 |
🛠️ 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 |
⌨️ 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 |
📚 Documentation
| Document | Description |
|---|---|
| CHANGELOG.md | Version history |
| CONTRIBUTING.md | How to contribute |
| LICENSE | License information |
📁 Project Structure
<details> <summary>Click to expand</summary>
custom-plugin-ai-data-scientist/
├── 📁 .claude-plugin/
│ ├── plugin.json
│ └── marketplace.json
├── 📁 agents/ # 8 agents with troubleshooting
├── 📁 skills/ # 12 skills (Production-grade)
├── 📁 commands/ # 5 commands
├── 📁 hooks/
├── 📄 README.md
├── 📄 CHANGELOG.md
└── 📄 LICENSE</details>
📅 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 |
🤝 Contributing
Contributions are welcome! Please read our Contributing Guide.
- Fork the repository
- Create your feature branch
- Follow the Golden Format for new skills
- Submit a pull request
⚠️ Security
Important: This repository contains third-party code and dependencies.
- ✅ Always review code before using in production
- ✅ Check dependencies for known vulnerabilities
- ✅ Follow security best practices
- ✅ Report security issues privately via Issues
📝 License
Copyright © 2025 Dr. Umit Kacar & Muhsin Elcicek
Custom License - See LICENSE for details.
👥 Contributors
<table> <tr> <td align="center"> <strong>Dr. Umit Kacar</strong><br/> Senior AI Researcher & Engineer </td> <td align="center"> <strong>Muhsin Elcicek</strong><br/> Senior Software Architect </td> </tr> </table>
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Made with ❤️ for the Claude Code Community
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Install & Usage
mkdir -p .claude/skillsmkdir -p .claude/skills && curl -o .claude/skills/ai-data-scientist-plugin.md https://raw.githubusercontent.com/pluginagentmarketplace/custom-plugin-ai-data-scientist/main/SKILL.md/ai-data-scientist-pluginFrequently Asked Questions
What is ai-data-scientist-plugin?
Comprehensive AI & Data Scientist learning system with 7 specialized agents and 10 skills
How to install ai-data-scientist-plugin?
To install ai-data-scientist-plugin, create the .claude/skills directory in your project, then run the curl command to download the skill file. Once installed, invoke it in Claude Code with /ai-data-scientist-plugin.
What is ai-data-scientist-plugin best for?
ai-data-scientist-plugin is a community categorized under General. It is designed for: agent, plugin, ai, data-science, machine-learning, deep-learning, mlops. Created by Dr. Umit Kacar & Muhsin Elcicek.