Terms of Service & Educational Fair Use

Welcome to the AI & DS Study Hub (aidsstudynotes.co.in). By accessing, viewing, or utilizing the academic lecture notes, code repositories, algorithmic proofs, question banks, or examination solution frameworks hosted on this platform, you agree to comply with and be bound by the following Terms of Service, Educational Fair Use doctrines, and Academic Integrity standards.

1. Open Educational Resource (OER) Mission & Permitted Usage

All materials published on this domain are provided exclusively for non-commercial, educational, research, and individual study purposes. Students, educators, and independent engineering scholars are granted a non-exclusive, revocable license to access, read, and utilize the study guides, textbook chapters, and download streams for academic preparation.

Prohibited Uses: Users are strictly prohibited from reselling, redistributing behind commercial paywalls, repackaging into paid course bundles, or utilizing automated scrapers to harvest intellectual property from this repository without prior written authorization from the Lead Editor.

2. Educational Fair Use Doctrine (17 U.S.C. § 107 & Indian Copyright Act § 52)

The AI & DS Study Hub functions strictly as an educational clearinghouse and academic synthesis index. Selected university syllabus outlines, question formulations, and standard curriculum references included within our question banks are utilized under the legal doctrine of Fair Dealing / Fair Use for the express purposes of criticism, review, scholarship, teaching, and research.

3. Academic Integrity & Anti-Plagiarism Policy

The solution frameworks and code implementations provided on this platform are designed to serve as reference models to foster deeper comprehension of underlying computational mechanisms. They are not intended to be submitted verbatim as student coursework or laboratory assignments where institutional honor codes require independent authorship.

We strongly encourage students to study the algorithmic logic, rewrite the implementations in their own coding style, and formulate original proofs to develop genuine mastery over the subject matter.

4. Intellectual Property & Originality Standards

All original technical syntheses, on-page textbook chapters, CSS design architectures, Python script demonstrations, LaTeX mathematical typings, and curated study compilations authored on this domain remain the intellectual property of Sarthak Pawar and the AI & DS Study Hub editorial team, unless otherwise noted.

"Academic freedom thrives when foundational knowledge is openly accessible, rigorously referenced, and treated as a shared intellectual foundation for future innovation." — Sarthak Pawar, Lead Curator

5. Disclaimer of Warranties & Limitation of Liability

While our editorial team conducts rigorous two-tier peer verification on all published question banks and code solutions, all educational content is provided on an "as is" and "as available" basis without express or implied warranties of any kind. The platform curators make no representations regarding the absolute completeness or guarantee of examination scores resulting from the use of these study notes.

6. DMCA & Copyright Infringement Notice Procedures

If you are a copyright owner or an agent thereof and believe that any content hosted on this repository infringes upon your copyright, you may submit a formal notification pursuant to the Digital Millennium Copyright Act (DMCA) or applicable Indian Copyright Law by providing our designated agent with the following details in writing:

1. Identification of the copyrighted work claimed to have been infringed.
2. Direct URL link to the allegedly infringing material on our domain.
3. Your official contact details (name, academic affiliation, email, telephone).
4. A statement of good-faith belief that the disputed use is not authorized by the copyright owner.
5. Formal notice directed via email to: pawarsartha006@gmail.com.

Upon receipt of a valid notice, our editorial board will investigate and expeditiously remove or modify the contested content within 48 business hours.