📊 Dataset Disclaimer

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Dataset Disclaimer & Educational Use

Siraat AI Academy uses publicly available educational and sample datasets strictly for learning, experimentation, portfolio development, technical demonstrations, and educational content creation related to Data Engineering, BigQuery, SQL, ETL, analytics, and cloud technologies.

📘 Educational Purpose

All datasets referenced, demonstrated, transformed, visualized, or discussed across Siraat AI Academy are used exclusively for:

• Educational learning
• Cloud and Data Engineering practice
• SQL and BigQuery demonstrations
• ETL / ELT pipeline experimentation
• Analytics and visualization examples
• Technical storytelling and portfolio projects

🌍 Publicly Available Data Sources

The datasets used throughout this platform may originate from publicly available educational repositories, open datasets, sample datasets, practice datasets, publicly accessible APIs, or community learning resources.

These datasets are used solely for educational and demonstration purposes to help learners understand practical implementation of modern data engineering workflows.

⚠️ No Ownership Claim

Siraat AI Academy does not claim ownership of third-party datasets, trademarks, brand references, sample records, or publicly available educational materials that may appear within demonstrations or learning examples.

All original rights remain with their respective owners, organizations, platforms, or creators.

🧠 AI-Assisted Educational Transformation

Some educational content may involve AI-assisted transformation, restructuring, summarization, visualization, infographic generation, workflow explanation, or simplified technical storytelling to improve learning accessibility and educational clarity.

The primary focus of this platform is concept simplification, technical learning, and educational guidance for cloud and data engineering learners.

🚀 Learning & Portfolio Focus

Projects, ETL pipelines, SQL workflows, BigQuery architectures, dashboards, and technical demonstrations published on this platform are created to support:

• Hands-on cloud learning
• Data engineering practice
• Portfolio development
• Interview preparation
• Technical experimentation
• Freelancing skill development

📌 Final Note:

Siraat AI Academy is committed to responsible educational publishing, ethical learning practices, and transparent technical knowledge sharing. All datasets and demonstrations are used strictly for educational, experimental, and informational purposes.