Terms and Conditions

Welcome to Suchibrata.in - an independent educational and research platform maintained by Suchibrata Patra.

By accessing or using this website, you agree to comply with and be bound by the following Terms and Conditions in their entirety. If you do not agree with any part of these terms, please discontinue use of the website immediately.

Website Purpose

Suchibrata.in is an independent educational and research-focused platform dedicated to publishing accessible, evidence-based content in Artificial Intelligence, Machine Learning, Data Science, Statistics, Healthcare AI, Medical Imaging, Radiomics, and related computational disciplines.

The website provides technical articles, research notes, tutorials, study resources, code examples, and commentary intended to support students, researchers, practitioners, and professionals seeking to deepen their understanding of these fields.

All content is provided solely for educational, informational, and research-awareness purposes. While reasonable efforts are made to ensure accuracy and clarity, the information presented on this website should not be interpreted as professional, clinical, legal, financial, or other specialized advice.

Unless explicitly stated otherwise, this website operates independently and does not represent the views, policies, or official positions of any university, research institution, hospital, government agency, employer, or commercial organization.

No Professional Advice

Content published on this website does not constitute medical, clinical, diagnostic, legal, financial, investment, career, academic, or any other form of professional advice.

Readers are strongly encouraged to independently verify all information and to seek qualified professional guidance before making any decisions - personal, clinical, organizational, or technical - based on content published on this website.

Artificial Intelligence & Machine Learning Content

Articles, guides, tutorials, and notes related to Artificial Intelligence, Machine Learning, and related fields are provided solely for educational and informational purposes. Descriptions of models, methodologies, benchmarks, research findings, and commercial products are intended to improve understanding and do not constitute official documentation, endorsements, or technical specifications. Because these fields evolve rapidly, information may become outdated over time. Readers should consult primary literature, official documentation, and authoritative sources before relying on any information presented on this website.

Healthcare AI & Medical Imaging Disclaimer

This website publishes educational content related to Healthcare AI, Medical Imaging, Radiomics, Neuroimaging, and AI-assisted clinical applications. This content carries specific limitations that readers must understand:

• Not medical advice: No content on this website - including articles on radiomics feature extraction, medical image segmentation, clinical AI models, survival analysis, or biomarker discovery - constitutes medical advice, clinical guidance, or a substitute for the judgment of a licensed medical professional.
• Not for clinical use: Research summaries, code examples, and model discussions related to medical imaging and Healthcare AI are provided for research-awareness and educational purposes only. They are not validated for clinical decision support, patient diagnosis, prognosis, or treatment planning.
• Regulatory compliance: AI systems for medical applications are subject to regulatory oversight in various jurisdictions (including but not limited to CE marking, FDA approval, and CDSCO guidelines). Educational content on this website does not address regulatory compliance requirements and should not be relied upon for regulatory submissions.
• Research reproducibility: Results discussed from published literature on medical AI reflect findings from specific datasets and experimental conditions. Performance on different patient populations, imaging equipment, or institutional protocols may vary significantly.

Readers working in clinical environments, hospital informatics, or regulated medical device development must seek appropriate expert and regulatory guidance before applying any research concepts discussed on this platform.

Research Content Disclaimer

Research notes, paper summaries, literature reviews, and methodology guides published on this website reflect the author's independent reading, understanding, and synthesis of published scientific literature. These are subject to the following limitations:

• Summaries of research papers represent interpretations and condensed explanations, not verbatim reproductions. Readers are encouraged to consult the original peer-reviewed publications for authoritative detail.
• Research notes may contain simplifications necessary for educational accessibility. Domain experts should treat these notes as introductory references, not comprehensive technical treatments.
• The scientific landscape in AI, Machine Learning, Statistics, and Healthcare AI evolves rapidly. Findings described in older articles may be superseded by subsequent research. Publication dates on articles should be noted carefully.
• Discussions of causal inference, statistical methods, and experimental design represent educational introductions. Researchers should consult authoritative textbooks, primary literature, and domain statisticians for research-critical applications.
• This platform does not peer-review or formally validate its content. It is an independent educational resource, not a journal or preprint server.

Code Examples & Technical Tutorials

Code examples, technical tutorials, implementation guides, and programming exercises published on this website are provided solely for educational and informational purposes.

Such materials may be simplified, abbreviated, incomplete, outdated, or adapted for clarity and may not represent production-ready implementations. No guarantee is made regarding their accuracy, security, reliability, performance, or suitability for any particular use case.

Readers are responsible for independently validating, testing, securing, and adapting any code before using it in academic, research, commercial, or production environments. Frameworks, libraries, APIs, and software dependencies evolve over time, and examples published on this website may not reflect the latest versions or best practices.

Users are also responsible for ensuring compliance with applicable software licenses, institutional policies, regulatory requirements, and local laws when adapting or deploying code derived from this website.

Content Accuracy

Reasonable efforts are made to ensure that information published on this website is accurate, current, and well-referenced at the time of publication. However, no warranties or guarantees are made regarding the completeness, accuracy, reliability, or fitness for a particular purpose of any information presented.

Information may become outdated as the fields of AI, Machine Learning, and Healthcare AI continue to advance. Articles carry publication dates and, where relevant, last-updated notices. Readers should use these as a guide to the currency of the information.

Intellectual Property

Unless otherwise explicitly stated, all original content on this website - including but not limited to articles, guides, research notes, interview preparation materials, explanatory diagrams, code examples, technical illustrations, and educational resources - is the intellectual property of Suchibrata Patra and is protected under applicable copyright law.

You are permitted to:

• Share links to articles and pages on this website.
• Reference or cite specific content with clear and accurate attribution to the author and a link to the original source.
• Quote brief excerpts (a few sentences) for educational, research, or commentary purposes, with proper attribution.
• Use code examples for personal learning, academic exercises, or non-commercial projects, provided attribution is given.

You are not permitted to:

• Reproduce, republish, or redistribute substantial portions of any article, guide, or tutorial without prior written permission.
• Modify, translate, or create derivative works based on content from this website for commercial purposes without explicit authorization.
• Sell, license, or commercially exploit content from this website.
• Scrape or systematically extract content from this website using automated tools for the purpose of training AI or machine learning models without explicit written permission.
• Present content from this website as your own work without attribution.

Third-party materials - including referenced research papers, cited figures, or quoted passages - remain the intellectual property of their respective owners and are subject to their own licensing terms.

For permission requests, licensing inquiries, or collaboration, please use the contact information provided on this website.

External Resources & Research Papers

This website frequently references, links to, and discusses external resources including peer-reviewed journal articles, conference proceedings (such as NeurIPS, ICML, ICLR, CVPR, MICCAI, EMNLP, and others), preprint servers (arXiv, bioRxiv, medRxiv), open-source software repositories, official framework documentation, and other educational platforms.

Suchibrata.in is not responsible for the content, accuracy, availability, privacy practices, or security of external websites or publications. Links to external resources are provided for informational convenience and do not constitute endorsements.

Linked research papers represent publications from independent authors and institutions. Their inclusion does not imply that their findings are endorsed, validated, or agreed with. Readers are encouraged to critically evaluate all referenced literature using established scientific standards.

External links may break or become unavailable over time. If you encounter a broken link, please report it using the contact information on this website.

User Responsibilities

By using this website, you agree not to engage in the following activities:

• Attempting unauthorized access to any system, server, or database associated with this website.
• Disrupting, degrading, or interfering with the normal operation of this website or its infrastructure.
• Using automated crawlers, scrapers, or bots in a manner that places unreasonable load on website servers or harms website performance.
• Engaging in unlawful, fraudulent, or harmful activity through or in connection with this website.
• Misrepresenting authorship or ownership of content from this website.
• Reproducing or redistributing substantial content from this website in violation of the Intellectual Property terms described above.
• Using content from this website in ways that could harm individuals, organizations, or communities.

Limitation of Liability

To the fullest extent permitted by applicable law, Suchibrata.in and its owner shall not be liable for any direct, indirect, incidental, consequential, special, or punitive damages arising from or in connection with:

• Use of, or inability to use, this website or any of its content.
• Reliance on information, articles, guides, research notes, or code examples published on this website.
• Temporary or extended unavailability of the website due to maintenance, technical issues, or other causes.
• Errors, omissions, inaccuracies, or outdated information in published content.
• Decisions - academic, clinical, professional, financial, or technical - made based on content from this website.
• Outcomes arising from the use of code examples, implementations, or technical techniques discussed on this website.

This website is maintained by an individual researcher and educator. It does not carry the institutional endorsement or liability coverage of a university, hospital, or commercial organization.

Changes to These Terms

These Terms and Conditions may be revised and updated at any time without prior notice, to reflect changes in content scope, applicable laws, or platform policies.

Continued use of this website following any modifications constitutes acceptance of the updated Terms and Conditions. Readers are encouraged to review this page periodically to remain informed of any changes.

Governing Law

These Terms and Conditions shall be governed by and interpreted in accordance with the applicable laws of India. Any disputes arising from the use of this website shall be subject to the jurisdiction of the competent courts in India.

Contact

If you have questions, concerns, or requests regarding these Terms and Conditions - including permission requests, content corrections, broken link reports, or licensing inquiries - please use the contact information provided on this website.