Vicuna With Llama Techniques And Applications
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VICUNA with LLaMA: Techniques and Applications
"VICUNA with LLaMA: Techniques and Applications" "VICUNA with LLaMA: Techniques and Applications" is a comprehensive reference that explores the architectural innovations, fine-tuning strategies, and real-world deployments of two leading open-source large language models—LLaMA and VICUNA. The book begins with an in-depth dissection of model foundations, from tokenization and attention mechanisms to comparative analysis with other open LLMs. It expertly guides the reader through advanced internal workings, efficient transformer design, and the thoughtful curation of pre-training data, establishing a solid grounding in both the theoretical and practical principles behind these transformative models. Building on this foundation, the text delves into state-of-the-art methodologies for adapting language models to specialized tasks. Practitioners and researchers are guided through parameter-efficient fine-tuning approaches, prompt engineering, multi-turn dialogue modeling, and rigorous evaluation protocols. The book provides actionable insights into distributed training, hardware optimization, robust evaluation metrics, and scalable serving architectures—demonstrating best practices for deploying LLMs effectively and securely in production environments. Lastly, the volume addresses advanced applications across industries, from conversational agents and knowledge management to healthcare and creative domains. It gives special attention to issues of security, privacy, bias mitigation, and responsible AI deployment, underscoring the importance of ethical considerations in modern AI systems. By culminating with current research frontiers and the vibrant ecosystem of open-source collaboration, this book is an indispensable guide for professionals and academics seeking to harness the full potential of LLaMA and VICUNA in cutting-edge language model development.
Computational Science and Its Applications – ICCSA 2025
T The three-volumes LNCS 15648, 15649, 15650 set constitutes the refereed proceedings of the 25th International Conference on Computational Science and Its Applications - ICCSA 2025, held in Istanbul, Turkey, during June 30–July 3, 2025. The 71 full papers, 6 short papers, and 1 PHD showcase paper were carefully reviewed and selected from 269 submissions. The papers have been organized in topical sections as follows: Part I: Computational Methods, Algorithms and Scientific Applications; High Performance Computing and Networks; Geometric Modeling, Graphics and Visualization; Advanced and Emerging Applications; Information Systems and Technologies; Urban and Regional Planning. Part II: Information Systems and Technologies; Part III: Information Systems and Technologies; Urban and Regional Planning; PHD Showcase Paper; Short papers.
Advanced Data Mining and Applications
This six-volume set, LNAI 15387-15392, constitutes the refereed proceedings of the 20th International Conference on Advanced Data Mining and Applications, ADMA 2024, held in Sydney, New South Wales, Australia, during December 3–5, 2024. The 159 full papers presented here were carefully reviewed and selected from 422 submissions. These papers have been organized under the following topical sections across the different volumes: - Part I : Applications; Data mining. Part II : Data mining foundations and algorithms; Federated learning; Knowledge graph. Part III : Graph mining; Spatial data mining. Part IV : Health informatics. Part V : Multi-modal; Natural language processing. Part VI : Recommendation systems; Security and privacy issues.