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Attention mechanism.

 1 self attention 2 multihead attention. Refer the new attention system Including Multihead latent attention by deep seek Kolmogorov attention Fouriet kolmogorov attention. These all produce effect on memory usage. https://huggingface.co/blog/Kseniase/attentions?fbclid=IwY2xjawJgyjZleHRuA2FlbQIxMQABHrrek-OgeJ4lHLc-OH6MEuL2nYQT1L6AEfV3fd8x32hI9EV1083JV2w75GM0_aem_ioT_stKCd3E0Y9roAaQN7Q

Wow for researchers

 Looking for referencing tools for your MSc or PhD research? Here are 10 to consider. 1. Zotero : A versatile, open-source reference manager offering robust features for organizing and citing research materials. 2. Mendeley : Combining reference management with social networking, Mendeley facilitates collaboration and discovery within the academic community. 3. EndNote : A longstanding favorite among researchers, EndNote provides comprehensive tools for organizing references and creating bibliographies. 4. Refworks LLC : Streamlining the research process, RefWorks offers cloud-based reference management solutions for academic and professional use. 5. Papers : Designed for Mac and iOS users, Papers simplifies reference organization and integrates seamlessly with manuscript writing workflows. 6. Citavi : Offering extensive literature management capabilities, Citavi aids in every stage of the research process, from collecting sources to generating citations. 7. ReadCube : With its inn...

Search engine,do not always use google

 1. DuckDuckGo DuckDuckGo is the search engine that keeps your privacy first—no tracking, no personal data collection. It pulls results from multiple sources and keeps things simple with a clean interface. 🚀🔒 2 2. RefSeek: The Academic Search Engine You Need 🎓📚 RefSeek simplifies research by providing access to over a billion reliable sources—encyclopedias, monographs, magazines, and more. Perfect for students and researchers looking for trustworthy academic content in any field. 3. WorldCat: Your Gateway to Libraries Everywhere 🌍📖 WorldCat connects you to over 20,000 libraries worldwide, making it easy to find rare books and hard-to-get resources. Discover where they’re available nearby—perfect for all your research and study needs.

Generative Ai

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Generative AI project structure