Ai X Rag X Hugging Face

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Ai Systems And Frameworks

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Author : Ronald Joseph Legarski, Jr.
language : en
Publisher: SolveForce
Release Date : 2025-04-26

Ai Systems And Frameworks written by Ronald Joseph Legarski, Jr. and has been published by SolveForce this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-26 with Computers categories.

AI Systems and Frameworks: Designing, Deploying, and Evaluating Intelligent Architectures is a definitive guide for leaders, developers, architects, and policymakers building the future of intelligent systems. Co-authored by Ronald Legarski, an innovator at the intersection of technology and ethics, and Grok, the AI assistant developed by xAI, this book delivers a comprehensive and practical roadmap for navigating the complexities of modern AI deployment. Drawing from global success stories—from retail to healthcare to agriculture—the book explores: Best practices in designing scalable and ethical AI architectures Deploying systems across cloud, edge, and federated environments Evaluating performance, bias, resilience, and sustainability Leading frameworks like TensorFlow, Hugging Face, LangChain, and emerging decentralized AI models Governance principles aligned with regulations like the EU AI Act and global ethical standards In an era where AI investments are exceeding $200 billion annually, AI Systems and Frameworks bridges theory and action, offering the knowledge needed to build AI systems that are not just powerful, but equitable, sustainable, and future-ready. Whether you are an enterprise leader, system architect, startup founder, educator, or policymaker, this book equips you to lead confidently in the intelligent systems revolution.

Generative Ai From Beginner To Paid Professional Part 3

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Author : Bolakale Aremu
language : en
Publisher: AB Publisher LLC
Release Date : 2024-11-19

Generative Ai From Beginner To Paid Professional Part 3 written by Bolakale Aremu and has been published by AB Publisher LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-19 with Computers categories.

Dive deep into the world of Hugging Face and unlock the tools you need to create, fine-tune, and deploy state-of-the-art AI models. Part 3 of the Generative AI from Beginner to Paid Professional series is your complete guide to mastering Hugging Face’s powerful ecosystem through practical projects and real-world applications. This book takes you beyond the basics, providing hands-on exercises and expert insights to help you leverage Hugging Face for NLP, vision tasks, and beyond. You'll not only learn to work with pretrained models but also gain the skills to customize and deploy AI solutions that solve real-world problems. What’s inside: > Practical Hands-On Learning: Master Hugging Face tools by building projects like text summarization, chatbots, and image classification. > Advanced Techniques: Learn fine-tuning, model optimization, and efficient inference for high-performance applications. > Real-World Deployments: Understand how to host models on Hugging Face Spaces and integrate them into pipelines with tools like LangChain. > Production-Ready Projects: Get step-by-step guidance on creating deployable AI solutions, from concept to implementation. By the end of this book, you’ll have the confidence and skills to design and deliver professional-grade AI solutions, whether for personal projects, freelance opportunities, or enterprise applications. Who this book is for: This guide is perfect for data scientists, AI enthusiasts, and developers eager to take their skills to the next level and monetize their knowledge. Whether you're a student or a professional, Part 3 will prepare you to build innovative solutions and thrive in the booming AI industry. Take the leap into AI mastery and start creating the future.

Advanced Data Mining And Applications

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Author : Quan Z. Sheng
language : en
Publisher: Springer Nature
Release Date : 2024-12-12

Advanced Data Mining And Applications written by Quan Z. Sheng and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-12 with Computers categories.

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.

Building Transformer Models With Pytorch 2 0

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Author : Prem Timsina
language : en
Publisher: BPB Publications
Release Date : 2024-03-08

Building Transformer Models With Pytorch 2 0 written by Prem Timsina and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-08 with Computers categories.

Your key to transformer based NLP, vision, speech, and multimodalities KEY FEATURES ● Transformer architecture for different modalities and multimodalities. ● Practical guidelines to build and fine-tune transformer models. ● Comprehensive code samples with detailed documentation. DESCRIPTION This book covers transformer architecture for various applications including NLP, computer vision, speech processing, and predictive modeling with tabular data. It is a valuable resource for anyone looking to harness the power of transformer architecture in their machine learning projects. The book provides a step-by-step guide to building transformer models from scratch and fine-tuning pre-trained open-source models. It explores foundational model architecture, including GPT, VIT, Whisper, TabTransformer, Stable Diffusion, and the core principles for solving various problems with transformers. The book also covers transfer learning, model training, and fine-tuning, and discusses how to utilize recent models from Hugging Face. Additionally, the book explores advanced topics such as model benchmarking, multimodal learning, reinforcement learning, and deploying and serving transformer models. In conclusion, this book offers a comprehensive and thorough guide to transformer models and their various applications. WHAT YOU WILL LEARN ● Understand the core architecture of various foundational models, including single and multimodalities. ● Step-by-step approach to developing transformer-based Machine Learning models. ● Utilize various open-source models to solve your business problems. ● Train and fine-tune various open-source models using PyTorch 2.0 and the Hugging Face ecosystem. ● Deploy and serve transformer models. ● Best practices and guidelines for building transformer-based models. WHO THIS BOOK IS FOR This book caters to data scientists, Machine Learning engineers, developers, and software architects interested in the world of generative AI. TABLE OF CONTENTS 1. Transformer Architecture 2. Hugging Face Ecosystem 3. Transformer Model in PyTorch 4. Transfer Learning with PyTorch and Hugging Face 5. Large Language Models: BERT, GPT-3, and BART 6. NLP Tasks with Transformers 7. CV Model Anatomy: ViT, DETR, and DeiT 8. Computer Vision Tasks with Transformers 9. Speech Processing Model Anatomy: Whisper, SpeechT5, and Wav2Vec 10. Speech Tasks with Transformers 11. Transformer Architecture for Tabular Data Processing 12. Transformers for Tabular Data Regression and Classification 13. Multimodal Transformers, Architectures and Applications 14. Explore Reinforcement Learning for Transformer 15. Model Export, Serving, and Deployment 16. Transformer Model Interpretability, and Experimental Visualization 17. PyTorch Models: Best Practices and Debugging

Global Entrepreneurship

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Author : Nir Kshetri
language : en
Publisher: Taylor & Francis
Release Date : 2025-06-30

Global Entrepreneurship written by Nir Kshetri and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-30 with Business & Economics categories.

This third edition of a Choice Outstanding Academic Title improves coverage of the global environments in which entrepreneurs operate. In Global Entrepreneurship: Environment and Strategy, Nir Kshetri explores and illuminates the economic, political, cultural, geographical and technological environments that affect entrepreneurs as they exploit opportunities and create value in economies around the world. Grounded in theory, the book begins by laying out the concepts, indicators and measurements that have unique impacts on entrepreneurs in different regions. This framework sets the scene for a close examination of global variations in entrepreneurial ecosystems and finance. Kshetri methodically examines entrepreneurship patterns in diverse economies through the lenses of economic system, political system, culture and religion, and geography (both by country and continent). All new for this edition, Global Entrepreneurship offers case studies at the end of each chapter to illustrate relevant concepts to encourage broader reflection. Most of the case studies in this edition highlight the role of artificial intelligence in enabling and advancing entrepreneurial activities globally.

Medical Image Understanding And Analysis

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Author : Sharib Ali
language : en
Publisher: Springer Nature
Release Date : 2025-07-16

Medical Image Understanding And Analysis written by Sharib Ali and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-16 with Computers categories.

The three-volume set LNCS 15916,15917 & 15918 constitutes the refereed proceedings of the 29th Annual Conference on Medical Image Understanding and Analysis, MIUA 2025, held in Leeds, UK, during July 15–17, 2025. The 67 revised full papers presented in these proceedings were carefully reviewed and selected from 99 submissions. The papers are organized in the following topical sections: Part I: Frontiers in Computational Pathology; and Image Synthesis and Generative Artificial Intelligence. Part II: Image-guided Diagnosis; and Image-guided Intervention. Part III: Medical Image Segmentation; and Retinal and Vascular Image Analysis.

Advances In Information Retrieval

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Author : Claudia Hauff
language : en
Publisher: Springer Nature
Release Date : 2025-04-03

Advances In Information Retrieval written by Claudia Hauff and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-03 with Computers categories.

The five-volume set LNCS 15572, 15573, 15574, 15575 and 15576 constitutes the refereed conference proceedings of the 47th European Conference on Information Retrieval, ECIR 2025, held in Lucca, Italy, during April 6–10, 2025. The 52 full papers, 11 findings, 42 short papers and 76 papers of other types presented in these proceedings were carefully reviewed and selected from 530 submissions. The accepted papers cover the state-of-the-art in information retrieval and recommender systems: user aspects, system and foundational aspects, artificial intelligence and machine learning, applications, evaluation, new social and technical challenges, and other topics of direct or indirect relevance to search and recommendation.

Succeed

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Author : AGENDRA RANA
language : en
Publisher: Blue Rose Publishers
Release Date : 2023-09-30

Succeed written by AGENDRA RANA and has been published by Blue Rose Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-30 with Self-Help categories.

Success is an excellent acquired quality of a person to sustain a strong spirit which can willfully overpower the dictums of mind. Even if a person possesses good physical strength, treasures of wealth and other resources, recognition among prominent personalities, but lack of self confidence, fails to provide the desired success. Every person, belonging to any age, religion or caste has an earnest desire to seek the achievements of the topmost level to command respect in the society. Perfection in any task is difficult but it requires prolonged efforts. Winning isn't about finishing in first place. It isn't about beating the others. It is about overcoming yourself, overcoming your body, your limitations, and your fears. Winning means surpassing yourself and turning your dreams into reality. Success hugs you in private but failure slaps you in public. Better learn and determine to succeed in life.

Challenges Of Trustable Ai And Added Value On Health

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Author : B. Séroussi
language : en
Publisher: IOS Press
Release Date : 2022-08-05

Challenges Of Trustable Ai And Added Value On Health written by B. Séroussi and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-05 with Medical categories.

Artificial Intelligence (AI) in healthcare promises to improve the accuracy of diagnosis and screening, support clinical care, and assist in various public health interventions such as disease surveillance, outbreak response, and health system management. But the increasing importance of AI in healthcare means that trustworthy AI is vital to achieve the beneficial impacts on health anticipated by both health professionals and patients. This book presents the proceedings of the 32nd Medical Informatics Europe Conference (MIE2022), organized by the European Federation for Medical Informatics (EFMI) and held from 27 - 30 May 2022 in Nice, France. The theme of the conference was Challenges of Trustable AI and Added-Value on Health. Over 400 submissions were received from 43 countries, and were reviewed in a thorough process by at least three reviewers before being assessed by an SPC co-chair, with papers requiring major revision undergoing further review. Included here are 147 full papers (acceptance rate 54%), 23 short papers and 79 posters from the conference. Topics covered include the usual sub-domains of biomedical informatics: decision support and clinical information systems; clinical research informatics; knowledge management and representation; consumer health informatics; natural language processing; public health informatics; and privacy, ethical and societal aspects, but also innovative approaches to the collection, such as organization and analysis of data and knowledge related to health and wellbeing, as well as theoretical and applied contributions to AI methods and algorithms. Providing an overview of the latest developments in medical informatics, the book will be of interest to all those involved in the development and provision of healthcare today.

Medical Image Computing And Computer Assisted Intervention Miccai 2021

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Author : Marleen de Bruijne
language : en
Publisher: Springer Nature
Release Date : 2021-09-23

Medical Image Computing And Computer Assisted Intervention Miccai 2021 written by Marleen de Bruijne and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-23 with Computers categories.

The eight-volume set LNCS 12901, 12902, 12903, 12904, 12905, 12906, 12907, and 12908 constitutes the refereed proceedings of the 24th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2021, held in Strasbourg, France, in September/October 2021.* The 531 revised full papers presented were carefully reviewed and selected from 1630 submissions in a double-blind review process. The papers are organized in the following topical sections: Part I: image segmentation Part II: machine learning - self-supervised learning; machine learning - semi-supervised learning; and machine learning - weakly supervised learning Part III: machine learning - advances in machine learning theory; machine learning - attention models; machine learning - domain adaptation; machine learning - federated learning; machine learning - interpretability / explainability; and machine learning - uncertainty Part IV: image registration; image-guided interventions and surgery; surgical data science; surgical planning and simulation; surgical skill and work flow analysis; and surgical visualization and mixed, augmented and virtual reality Part V: computer aided diagnosis; integration of imaging with non-imaging biomarkers; and outcome/disease prediction Part VI: image reconstruction; clinical applications - cardiac; and clinical applications - vascular Part VII: clinical applications - abdomen; clinical applications - breast; clinical applications - dermatology; clinical applications - fetal imaging; clinical applications - lung; clinical applications - neuroimaging - brain development; clinical applications - neuroimaging - DWI and tractography; clinical applications - neuroimaging - functional brain networks; clinical applications - neuroimaging – others; and clinical applications - oncology Part VIII: clinical applications - ophthalmology; computational (integrative) pathology; modalities - microscopy; modalities - histopathology; and modalities - ultrasound *The conference was held virtually.