Last updated: July 17, 2026
Please read these Terms of Service (“Terms”) carefully before using the https://datascienceplus.com/ website (the “Service”) operated by DataScience+ (“we”, “us”, or “our”). By accessing or using the Service you agree to be bound by these Terms. If you disagree with any part of the Terms, do not use the Service. These Terms apply to all visitors, readers, registered users, and contributing authors. The Service is provided free of charge.
Accounts
When you create an account, you confirm that you are at least 18 years old and that the information you provide is accurate, complete, and current. You are responsible for safeguarding your password and for all activity that occurs under your account, and you must notify us promptly of any unauthorized use. You may not register a username that impersonates another person or entity, infringes a trademark, or is offensive, vulgar, or obscene.
Creating an account does not subscribe you to any newsletter or marketing communication. We send only messages needed to operate the Service (for example: password resets, notifications about your submissions, or replies to your inquiries).
Contributed Content
The Service allows registered users to write and submit articles, and allows visitors to post comments (together, “Content”). You are responsible for the Content you post, including its legality, reliability, accuracy, and appropriateness.
Your warranties
By submitting Content, you represent and warrant that:
- the Content is your own original work, or you hold all rights and permissions necessary to publish it and to grant the license below;
- the Content does not infringe or misappropriate any copyright, trademark, patent, trade secret, moral right, privacy right, publicity right, or any other right of any person or entity;
- the Content does not contain material that is unlawful, defamatory, or deliberately misleading, and any code it contains is provided in good faith and free of intentionally harmful behavior;
- you have accurately declared any material connection related to the article — including affiliate links and employer, funding, or product relationships — in the article’s disclosure declaration, which may be displayed with the article. A declared conflict never prevents publication; failing to declare one is a breach of these Terms.
Using AI tools to help write, edit, or illustrate an article is permitted. AI-assisted Content is treated as your own submission in every respect: the warranties above apply to it in full, and you — not the tool — are responsible for verifying its accuracy, its originality, and that it does not reproduce material that infringes the rights of others.
When you submit an article for review, you must affirmatively confirm these warranties. We record that confirmation (your account, the date and time, and the network address it was made from) and retain it as evidence of this agreement.
License you grant us
You retain ownership of your Content. By submitting Content, you grant DataScience+ a worldwide, non-exclusive, royalty-free, perpetual license to use, reproduce, edit, adapt (for example, formatting, styling, and copy-editing), publish, publicly display, distribute, and archive the Content on and through the Service and in backups and formats the Service may use in the future. This license survives termination or deletion of your account, subject to the account-deletion choices described below. Readers who wish to reuse, modify, or build upon an article should contact its author, unless the article states its own license.
Review and editorial control
All submissions require editor approval before publication. We have the right, but not the obligation, to review, edit, decline, unpublish, or remove any Content at any time, at our sole discretion, with or without notice. Submission does not create any obligation for us to publish, promote, or retain Content.
Copyright Complaints (Takedown Requests)
We respect intellectual property rights and expect the same of our contributors. If you believe Content on the Service infringes your copyright, notify us via the contact page with: (a) identification of the copyrighted work; (b) the URL of the allegedly infringing material; (c) your name and contact information; (d) a statement that you believe in good faith that the use is not authorized by the copyright owner, its agent, or the law; and (e) a statement, under penalty of perjury, that the information in your notice is accurate and that you are the copyright owner or authorized to act on the owner’s behalf.
We will review valid notices promptly and may remove or disable access to the material in question. We may terminate the accounts of repeat infringers. We may also forward notices to the affected author, who may respond with a counter-notice.
Account Deletion
You may delete your account at any time from your profile page. Deletion permanently removes your login, profile, and personal data, together with any unpublished drafts. For your published articles you choose, at the time of deletion, one of the following, and we record your choice:
- Keep with attribution — your articles remain published with your name displayed as plain text;
- Keep anonymously — your articles remain published, credited to “Former Contributor”;
- Remove — your published articles and comments are permanently deleted.
Where you choose to keep articles published, the publication license above continues to apply to them.
Termination
We may suspend or terminate your account and access to the Service immediately, without prior notice or liability, at our sole discretion, for any reason, including breach of these Terms or infringement of others’ rights. Provisions of these Terms that by their nature should survive termination do survive, including ownership and license provisions, warranties, warranty disclaimers, indemnity, and limitations of liability.
Links to Other Websites
The Service contains links to third-party websites and services (including links added by authors within articles) that we do not own or control. We assume no responsibility for the content, privacy policies, or practices of any third-party website, and we do not warrant the offerings of any of these entities. You agree that we shall not be liable, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any such content, goods, or services.
Indemnification
You agree to defend, indemnify, and hold harmless DataScience+ and its operator, licensees, and licensors, and their employees, contractors, agents, officers, and directors, from and against any and all claims, damages, obligations, losses, liabilities, costs, and expenses (including reasonable attorney’s fees) arising from: (a) your use of and access to the Service; (b) your breach of these Terms, including any breach of the warranties above; or (c) Content you post on the Service, including any claim that your Content infringes the rights of a third party.
Limitation of Liability
In no event shall DataScience+, nor its operator, employees, partners, agents, suppliers, or affiliates, be liable for any indirect, incidental, special, consequential, or punitive damages, including without limitation loss of profits, data, use, goodwill, or other intangible losses, resulting from: (i) your access to or use of, or inability to access or use, the Service; (ii) any conduct or content of any third party on the Service, including other users’ Content; (iii) any content obtained from the Service, including any errors in tutorials or code; or (iv) unauthorized access, use, or alteration of your transmissions or content — whether based on warranty, contract, tort (including negligence), or any other legal theory, whether or not we have been informed of the possibility of such damage.
To the maximum extent permitted by law, our total aggregate liability to you for all claims arising out of or relating to the Service or these Terms shall not exceed one hundred U.S. dollars (US $100). This cap reflects that the Service is provided to you free of charge. Any claim arising out of or relating to the Service or these Terms must be brought within one (1) year after the claim arose; otherwise it is permanently barred.
Disclaimer
Your use of the Service is at your sole risk. The Service and all Content are provided on an “AS IS” and “AS AVAILABLE” basis, without warranties of any kind, whether express or implied, including implied warranties of merchantability, fitness for a particular purpose, non-infringement, and course of performance. Articles are educational material written by independent contributors; they are not professional advice, and code samples are provided without warranty of correctness, security, or fitness for any purpose. We do not warrant that the Service will be uninterrupted, secure, or error-free.
Some jurisdictions do not allow the exclusion of certain warranties or limitations of liability, so some of the limitations above may not apply to you.
Governing Law and Disputes
These Terms shall be governed and construed in accordance with the laws of Illinois, United States, without regard to its conflict of law provisions. Any dispute arising out of or relating to the Service or these Terms shall be brought exclusively in the state or federal courts located in Illinois, and you and we each consent to the personal jurisdiction and venue of those courts. Before filing any claim, you agree to first contact us via the contact page and make a good-faith effort to resolve the dispute informally.
You and we agree that any dispute will be resolved on an individual basis only — not as a plaintiff or class member in any purported class, consolidated, or representative proceeding.
Our failure to enforce any right or provision of these Terms is not a waiver of it. If any provision is held invalid or unenforceable, the remaining provisions remain in effect. These Terms constitute the entire agreement between us regarding the Service and supersede any prior agreements.
Changes
We may modify these Terms at any time. If a revision is material, we will post the updated Terms on this page with a new “Last updated” date and, where reasonably possible, give at least 30 days’ notice before new terms take effect. Continuing to use the Service after revisions become effective constitutes acceptance of the revised Terms.
Contact
If you have questions about these Terms, contact us via the contact page.