Practical Generative AI for Data Science: From Theory to Real-World Applications

Description: Practical Generative AI for Data Science by Anand Vemula Estimated delivery 3-12 business days Format Paperback Condition Brand New Description Practical Generative AI for Data Science: From Theory to Real-World Applications" is a comprehensive guide that bridges the gap between theory and practical implementation of generative AI techniques in the field of data science. This book equips readers with essential knowledge and hands-on skills to effectively harness the power of generative models for diverse applications.Starting with foundational concepts, the book introduces readers to various types of generative models, including Gaussian Mixture Models, Hidden Markov Models, Variational Autoencoders (VAEs), Generative Adversarial Networks (GANs), Normalizing Flows, and more. Each model is explained with clear examples, use cases, and case studies drawn from industries such as finance, healthcare, and media.The practical implementation section provides step-by-step tutorials and complete code solutions using popular frameworks like TensorFlow and PyTorch. Readers learn how to build and train models for tasks such as image generation, natural language processing (NLP), anomaly detection, and speech synthesis. Detailed explanations of model architectures, optimization techniques, and evaluation metrics ensure a deep understanding of each concept.Furthermore, the book addresses advanced topics including conditional generative models, sequential generative models like RNNs and Transformers, energy-based models, and diffusion models. These chapters delve into cutting-edge research, emerging trends, and practical applications across various industries.Ethical considerations and regulatory concerns associated with generative AI are also discussed, emphasizing the importance of fairness, transparency, and privacy in model development and deployment."Practical Generative AI for Data Science" is an indispensable resource for data scientists, machine learning engineers, and researchers looking to leverage generative AI for solving real-world problems. Whether you are new to generative models or seeking to deepen your expertise, this book provides the knowledge and tools needed to succeed in the rapidly evolving field of AI. Details ISBN-13 9798328962698 Title Practical Generative AI for Data Science Author Anand Vemula Format Paperback Year 2024 Pages 148 Publisher Independently Published GE_Item_ID:160709039; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys

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End Time: 2025-01-22T09:34:38.000Z

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